THE COMMUNICATION OF EMOTIONAL MEANING by Anthony Chan Yuk ... · THE COMMUNICATION OF EMOTIONAL...
Transcript of THE COMMUNICATION OF EMOTIONAL MEANING by Anthony Chan Yuk ... · THE COMMUNICATION OF EMOTIONAL...
THE COMMUNICATION OF EMOTIONAL MEANING
AMONG CHINESE STUDENTS IN HONG KONG
by
Anthony Chan Yuk Cheung
A thesis submitted to the
School of Education of the
Chinese University of Hong Kong
in partial fulfilments of
the requirements for the
Degree of Master of Arts in Education
June 1978
ACKNOWLEDGEMENTS
The researcher wishes tc acknowledge the generous help given
directly or indirectly by many people to this work.
He is particularly grateful to Dr. Leo Yam who introduced the
researcher to this topic, wrote to the appropriate person for further
information, allowed the researcher to use his personal library of books
on communication, and gave valuable advice and guidance throughout the
year; to the school principals of Maryknoll Convent School, Ying Wah
College and St. Francis Canossian College, who allowed the videotaping
of the students; to the students who participated in the research.
He is indebted, too, to Mr. T.C. Cheng, the Director of the
School of Education, Dr. P.K. Siu, Dr. S.C. Cheng, Dr. J.F. Lew, Dr.
H. Pierson, Dr. B.Y. Chan and Mrs. Betty Yau for suggestions and revisions,
and to Mrs. Patricia Lo for her secretarial work, without them this work
might never have reached completion.
TABLE OF CONTENTS
Page
ACKNOWLEDGEMENTS
LIST OF TABLES,
LIST OF FIGURE,
CHAPTER
1I. INTRODUCTION AND QUESTIONS
II. METHOD
Videotape Recording
Subjects: Senders and Receivers
Emotions
Alphabets
Sender Procedure and Instructions
Receiver Procedure and Instructions
III. RESULTS
Modes of Communication
Sex Differences and Interaction with Mode
Emotions and Interaction with Modes and Sexes
IV. DISCUSSION
Differences among Modes of Communication
Differences between the Sender and Receiver Sexes
Rank Order of Emotions
Error Choices
Intervening Variables
Additional Suggestions for Further Research
V. SUMMARY
REFERENCES
APPENDICES
I
III
V
S
20
41
54
57
61
LIST OF TABLES
PageTable
1. Distribution of Occupations of Parents of Senders
Receivers
2. Means and Standard Deviations for the Responses of
Receiver Mode Groups to the 38 Senders
3. Analysis of Variance for Receiver Mode Differences
4. Means and Standard Deviations for the Responses of
162 Receivers to Sex Groups of Senders
5. Analysis of Variance for Sex Differences of Senders
Across All Modes of Communication.,
6. Meats and Standard Deviations for the Responses of
the Accuracy with Sex Groups of Senders Within Each
Mode of Communication
7. Analysis of Variance for Interaction of Mode and
Sender Sex
8. Means and Standard Deviations for the Responses of
Receiver Sex-Groups to the 38 Senders
9. Analysis of Variance for Sex Differences of Receivers
Across All Modes of Communication
10. Means and Standard Deviations for the Responses of Sex-
Mode Groups of Receivers to the 38 Senders
11. Analysis of Variance for Interaction of Sex of
Receivers and Mode of Communication
12. Means and Standard Deviations for the Responses of
Receiver Sex Groups to Sender Sex Groups Across AllModes of Communication
13. Means and Standard Deviations for the Responses of
Receiver Sex Groups to Sender Sex in each Mode ofCommunication
14. Analysis of Variance for the Interaction of Sender and
Receiver Sexes within Each Mode of Communication
15. Means and Standard Deviations for the Responses
Within Each Emotion
12
22
22
24
24
25
25
26
26
27
27
28
29
29
31
16. Analysis of Variance for Emotion Differences of Senders
17. Means and Standard Deviations for the Accurate Responses
of Emotion Within Each Mode of Communication
18. Analysis of Variance for the Interaction of Emotion
Mode
19. Means and Standard Deviations for the Accurate Responses
of Sender Sex to Each Type of Emotion
20. Analysis of Variance for the Interaction of Emotion
Sender Sex
21. Means and Frequencies for the Accurate Responses of
Receiver Sex to Each Type of Emotion
22. Analysis of Variance for the Interaction of Emotion
Receiver Sex
23. Percentages of Accurate and Inaccurate Responses Given
by Facial, Vocal, and Facial-Vocal Receivers to
Expressions of
24. Most and Least Frequent Error Choices of Each Category
of Emotional Meaning Across All Modes of Communication
25. Percentages of Accurate arid Inaccurate Responses Given
by Receivers for the Male Female Senders of All Modes
to Expressions of
31
32
32
34
34
36
36
38
39
40
LIST OF FIGURE
Figure Page
1. A Cross-section of the Emotion-solid 49
CHAPTER ONE
INTRODUCTION AND QUESTIONS
During the five years of the author's counselling experience in
Hong Kong, he became more and more aware of the importance of nonverbal
communication especially in the recognition of emotions of the counselees.
In order to be sensitive, a counsellor should be perceptive to all the
cues sent out by the counselees through the different channels of
communication, be they verbal, paralinguistic or kinisic. In the ti.'aining
of undergraduates in counselling classes, as well as in the training
programmes of peer counsellors by the author, it was noticed that most
student trainees were able to understand the verbal content of the students.
Often they could give verbatim reports of their interview sessions. What
was missing seemed to be the nonverbal aspects of the student communication.
They should emphasize how a student said something rather than what
was said because emotional meanings were mostly carried by the form of
speech and facial expressions rather than by its content. This seemed
to cause the primary difficulties in the communication between the trainee
counsellors and the students. Joel Davitz (1964) in his book The Communi¬
cation of Emotional Meaning mentioned this interest in training his graduate
students to be more sensitive, emphatic and understanding on how the
other person felt that it led him to a whole series of research in this
area.
Much research on the recognition of emotional meaning has been
published, but few of them were concerned with Chinese because the studies
were using mostly American subjects and were conducted within the American
culture. How many of these rules may be applied in Hong Kong is uncertain,
unless, and until, comparative studies have been made. It is with this
intention that this study is made as a first attempt to establish some
links between foreign researches and the local usage. Are there basic
differences in the communication of emotional meaning among the Chinese
and the Americans?
This is therefore a study of the nonverbal communication of
emotional meanings. The purpose is to investigate the variables of modes
of communication, sex and emotions as well as their interactions. The
groups studied consist of an approximately equal number of male and
female Chinese students attending the Grant Schools of Hong Kong. The
three modes of nonverbal communication were facial, vocal and facial-
vocal. The five emotions used were happiness, sadness, disgust, fear
and anger, two short of the seven basic emotions mentioned in the Li Tze
of the Chinese Classics. 禮 禮 運 何 謂 人 情 喜 怒 哀 懼 愛 惡 欲 。
Davitz (1964) reported that previous research in the area of
nonverbal communication of emotions has shown that feelings can be
communicated among white Americans by facial as well as by vocal
expression. Cross-cultural investigation of communication between
national groups has been limited and had mixed results.
It is true that Starkweather (1961) summarized his review of a
series of studies and stated that voice alone could carry information
about the speaker. Judges could identify the emotions being expressed
accurately. He pointed out that judgments appear to depend on significant
changes in pitch, rate, volume and other physical characteristics of the
voice but untrained judges cannot describe these qualities accurately.
Three years later Levy (1964) found sex differences for the white cr
black adults in the ability to express emotions vocally and in the ability
to perceive vocal communication of feelings. In 1968 Kretsch used the
native alphabet to express the emotions made by the Israeli, Japanese and
American subjects. His results indicated that vocal expressions can be
communicated with considerable accuracy even across language and cultures.
Overall differences in the accuracy of communication within and between
national groups were found but these differences were not uniform.
As early as 1872, Darwin in his book The Expression of the
Emotions In Man and Animals, pointed out certain similarities in the
expressive behaviour of men with different backgrounds. He proposed
that universal facial expressions of emotions are inherited. This concept
was supported by studies made by Thompson (1941), Tomkins (1963), Eibl-
Eibesfeldt (1970), Frijda (1968) and Izard (1969).
However this concept was rejected by Klinebergs (1938) who
described that the facial expression of emotions in Chinese Literature
were different from the facial behaviour of the West. Labarre (1947)
demonstrated that facial meaning has different meanings across cultures,
while Birdwhistell (1970) rejected the universality of facial expressions
stating that facial behaviour is a language.
Ekman and Friesen (1971) postulated the Neuro-cultural Theory of
Facial Expressions of Emotions that universal emotions occur through the
operation of a facial affect programme which specifies the relationship
between distinctive movements of the facial muscles and particular
emotions, such as happiness, sadness, anger, fear, etc. They combined
the two schools of thought by pointing out that there were two different
sets of determinants of facial expressions, one which is responsible for
universals and the other for cultural differences. This was backed up
by numerous research such as the FAST (Facial Affect Scoring Technique)
the elaborate system of scoring still photographs, the videotaping of
the pleasant and unpleasant movies, the cross-cultural studies of literate
and pre-literate cultures. Finally the findings of Zuckerman (1976)
showed that female subjects were more accurate encoders in facial
expressions. These are similar to those findings of Vinackes (1948)
and Buckman (1972).
The present research focuses on facial and vocal communication
taken together and also analyzed separately. As mentioned earlier, most
of the work on facial expressions had used still photographs. Still
photographs, however, are artificial and are biased by the experimenter's
selective power (Birdwhisteil, 1970). In addition, still photographs
show only a static position of the face. Davitz (1964) and Ekman and
Friesen (1967) pointed out that the importance of body acts rather than
positions (i.e., the importance of change in facial expression over time)
for cues to the emotion being expressed. Other studies tried having the
senders communicate feelings in person to judges. Thompson and Meltzer
(1964) followed in a replication by Drag and Shaw (1967), had each of
their fifty subjects portray ten emotions in person. They found that
the women in their study were more effective in expressing several of
the emotions to judges via facial expressions than were the men. Levitt
(1964) in a study of facial and vocal communication, found no differences
in expressive ability between the males and females of his sample. He
also found a positive relation between abilities to express emotions non-
verbally in the two modes. Communication was significantly more accurate
by facial rather than vocal expression. The result was similar to those
of Mehrabian and Ferries (1967, 1971).
Buchman (1972) used videotape to explore the variables of lace,
sex and mode of communication by using black, white and Puerto Rican
students in a New York City Community College. Each student expressed anger,
anxiety, happiness, love or sadness via the alphabet to a similar group
of communication receivers who were equally divided into three modes of
nonverbal communication: facial, vocal, and a combined facial-vocal mode.
There were significant differences among the non-verbal modes of communi¬
cation with the bi-modal communication being more effective. The females
in this study were the more effective senders. Interactions were found
for mode of communication and sender sex, sender sex and sender culture
mode and sender sex-culture groups.
In light of limited research in the area of non-verbal communica¬
tion of emotions among Chinese, especially studies using both facial and
vocal modes of non-verbal communication, it would seem useful to replicate
the above study (Buchman, 1972) for the Hong Kong situation by studying
students of Chinese origin with the following questions rather than with a
specific hypothesis.
A. Modes of Communication
1. Are there differences among the three non-verbal modes of
communication for communication accuracy?
B. Sex Differences and Interaction with Modes
2. Are there differences in non-verbal communication
accuracy between the sender sexes? Do sender sex
differences depend on which mode of non-verbal
communication is used?
3. Are there differences in non-verbal communication
accuracy between the receiver sexes? Do receiver
sex differences depend on which mode of non-verbal
communication is used?
4. When communication receivers representing the two
sexes are judging non-verbal messages from communication
senders who also represent both sexes, are differences
in accuracy of judgments found depending on particular
sender-receiver sex combinations? Do the differences
depend on which mode of non-verbal communication is
used?
C. Emotions and Interaction with modes and sex
5. Looking at the specific emotions that were given as
answers, are there differences among the emotions in
accuracy of communication.
6. Are accuracy differences among the emotions dependent
on the mode of non-verbal communication which is used?
7. Are accuracy differences among the emotions dependent on
the sex of the senders?
8. Are accuracy difference among the emotions dependent on
the sex of the receivers?
9. What are the most and least frequent error choices
for each emotion vithin each mode group and sender
sex groups?
CHAPTER TWO
METHOD
In this study forty communication message-senders, who equally
represented both sexes, were videotaped expressing the alphabet twice:
the first time in their normal conversational manner (which served as a
baseline for each sender); and the second time in an emotional manner
in which they portrayed one of the five emotions through facial and vocal
means. The videotape consisting of forty senders was then shown to the
162 communication message-receivers of approximately equal number of
males and females, who were to indicate which one of the five emotions
was portrayed non-verbally by each sender in the second alphabet. Fifty
four of the receivers heard the tape (vocal mode of communication), 54
saw the tape (facial mode of coiamunication) and 54 heard and saw the tape
(facial-vocal mode of communication) at the same time. In order to
standardize receiver responses and thus to assure reliability of scoring,
the receivers were required to limit each response to one of the five
categories of emotional meaning, The data of the study consisted of
receiver judgment in the form of emotions which were scored for accuracy.
An experimental study was preferred over a naturalistic one in
order to control what emotions rhe senders were expressing and when they
were expressing them. Thus, the basis for inducing emotional expressions
was experimental instructions and not actual emotional states. It was
noted that Kramer (1963) pointed out that studies like these could not
confirm whether the speakers would use the same tonal codes when
expressing the emotions in real situations. However with the assertion
by Davitz (1964), the method used in this experiment assumes that the
portrayals reflect conventional stereo-typical expressions, so patterns
similar to spontaneous expressions are expected. The following conclusion
by Davitz (1964) affirms the validity of the method:
It is possible, of course, that this artificiality of inducing
emotional expression might have mitigated the validity of our
generalizations about everyday emotional communication, but the
substantial number of consistent findings that make psychological
sense would seem to provide ample evidence for validity of our
techniques, (p. 189).
Videotape Recording
Since there vere forty senders for the study (20 males, 20
females), and each sender expressed one of five emotions, there were 40
possible items. The emotions were randomized by sex and the senders were
videotaped in random order. All senders were taped under identical
audio and visual conditions (e.g. same type of classrooms, same equipment,
same lighting, same position of equipment, same cameramen) with the
exception of lens adjustments for bringing the face of each sender into
focus. The position of the senders was full face: the camera focused
above the shoulders (see Sender Procedure and Instructions for details).
The original experimental videotape is one hour twenty minutes
(continued on two reels). A second recording of the original videotape
was made so that equal time periods could be edited in between alphabets
and in between senders (approximately ten seconds). This interval between
senders served as the time period during which receivers wrote down their
answer in a manner similar to that of Kretsch (1968). Tape portions
consisting of sitting down, focusing, and getting up were edited cut of
the videotape.
Subjects: Senders and Receivers
All the subjects were students taken from the Grant Schools of
Hong Kong. These students were used because of the roughly comparable
intellectual and social-economic level among the male and female
students. Detailed socio-economic information for further analysis
can be obtained from the questionnaires (Appendix B). Measures of
intelligence were net obtained but the students from the Grant Schools
were assumed to have roughly comparable intellectual levels.
The twenty male senders were obtained from Ying Wah Boy School.
They were selected from the Form 4 classes at random by the principal.
The twenty female senders were obtained from the Maryknoll Convent
School. They were also selected at random from the Form 4 classes by
the principal.
The 162 receivers were obtained one month later from the Ying
Wah Boy School and St. Francis Canossian College (the Maryknoll girls
were not available due to some technical difficulties raised by the
principal). These students were obtained from two Form 4 classes in
both schools.
Before participating, all senders and receivers filled out a
release form (Appendix C) and a background questionnaire (see Appendix
B) requesting the following information: age, sex, education, birth
place of self and parents, occupation of both parents, dramatic and
language training, speech or hearing difficulties. The following
categories of subjects were eliminated from the sample: those senders
who filled out the questionnaire, but indicated that they had no interest
in participating in the study; those subjects with sensory, speech or
hearing difficulties; those with dramatic training beyond high school
clubs and plays; those who identified themselves as of mixed culture?-
those who were not born or whose parents were not born in Hong Kong or
China.
Of the forty senders all were born in Hong Kong and all had no
dramatic training at all. Most of them had their native village in
Kwang Tung except two. The male subjects were slightly older with an
average age of 16.5, while the female subjects liad an average age of 15.5. Table
1 shows the distribution of occupations of the parents of both senders
and receivers. It can be noted that there are differences between the
occupation types of the parents of the male and female senders. Twelve
parents (30%) of the female senders were involved in education and
Government jobs and none from the male sender group. Forty percent of
the female senders' father were involved in commerce compared with a
mere 15% of the male senders' father. On the other hand some 45% of
the male senders' father were involved in service job compared with the
15% of the female group. Another 25% of the male senders' parents were
employed in industry compared with a 10% of the female group. Further¬
more none of the mothers of the male senders work while 7 of the mothers
of the female senders work. It can be seen from the above that the
social-economic background of the female subjects is somehow better
Table 1
Distribution of Occupations of Parents of Senders Receivers
Senders Receivers
Mala
Parents
F M Total
Female
Parents
F M Total
Male
Parents
F M Total
Female
Parents
F M Total
1. Education
2. Government
3. Commerce
4. Industry
5. Services
6. Housewife
7. No
occupation
8. Others
0 0 0
0 0 0
3 0 3
5 0 5
9 0 9
- 15 15
3 4 7
0 11
4 5 9
2 13
8 0 8
2 0 2
2 13
- 13 13
10 1
10 1
112
2 0 2
10 0 10
30 10 40
24 3 27
- 63 63
10 0 10
0 0 0
3 4 7
14 1 15
19 2 21
20 4 24
19 6 25
- 68 68
10 0 10
85 85 170
Total 20 20 40 20 20 40 77 77 154 85 85 170
than those of male se:nders.
Although all the 40 senders were included in the tape for the
final test, subject number 27 and subject number 40 were excluded in
the final data computation. During the experimental session of the
group using only the vocal mode in the boys school, there were sudden
disturbances which the experimenter could not control. This disrupted
the reception of subject number 27. Thus the valid results from the
other five groups were also excluded. This is a female subject
displaying the emotion happiness. Sender number 40 was also rejected
because he was suffering from a mild form of stammering. He was to
display the emotion of fear. Thus altogether only 38 senders were
used in the final data analysis.
As a further safeguard, these 38 senders were screened by a
team of expert judges. They included the author, two psychology
lecturers from the School of Education and one lecturer in human
communication. Based on the following criteria they decided if
any senders should be eliminated from the research.
1. Any student who does not follow the instruction, for
exampleby omitting more than four alphabets in the recitation.
2. Any student who rearranges the order of the alphabets
during the recitation.
3. Any student who turns away from the camera so that the
full face cannot be seen.
4. Any student whose voice is so soft that it is not
audible for the task of emotional differentiation.
The judges finally agreed that all 38 senders were acceptable for the
experiment.
The 77 male receivers were obtained from Ying Wah Boys School
while the 85 female receivers were obtained from St. Francis Canossian
School. Like the senders, all of them were born in Hong Kong. The
average age was 16.4 for the male receivers and 16.49 for the female
receivers. The occupation distribution can be regarded as similar to
those of the senders. There is a similar difference between the male
and female receivers group. More of the parents of female receivers
work in the education, Government, and commercial sectors, while the
majority of the parents from the male receivers work either in the
industrial service sectors. Once more, it can be said that the female
group has a slightly higher soci.al-econom.ical status than those of the
male receiver group.
Emotions
Six emotions were used in the experiment by Levitt (1964)
namely, joy, surprise, fear, disgust, anger and contempt. He found
that the percentage of correct judgment for contempt, surprise and
disgust were low. Buchman (1972) used the same five emotions of the
Kretsch (1968) study, namely, anger, anxiety, happiness, love and
sadness. She found that anxiety was a frequent error choice for
anger; happiness and love were frequent error choices for each other.
Ekman reported that there are six basic universal facial expressions
of emotion in the 1971 Nebraska Symposium on Motivation. He developed
an elaborate system of scoring the emotions of happiness, sadness,
surprise, fear, anger and disgust (Ekman and Friesen, 1975).
Seven emotions which are said to be inborn have been reported in the
Chinese Classic Li Tze (206 BC) namely, happiness, sadness, anger,
fear, disgust, love and lust. The researcher thinks that the last
emotion lust should be grouped under the study of passions rather
than with emotion as it has seldom been used in studies of emotions.
Thus this emotion was dropped from the current study. The
emotion of love is not commonly used in studies in emotion and evenvhen
it is used, it is frequently confused with sadness as shown in the Buchman
(1972) study. Thus, five emotions were used for this study namely
happiness, anger, sadness, fear and disgust.
Alphabets
The Buchman (1972) studv found that she could not use the
content-standard neutral paragraph as the standard verbal content
with which to communicate the emotions. This Beodoch paragraph (1964)
is as follows
I'm going out new. I wont't be back all afternoon. If
anyone calls, tell him to call back tomorrow.
Buchman found that the students were more concerned with the accuracy
of the recitation than with the emotional communication. This study
would use the alphabet as a more equitable sequence of standard verbal
content. Furthermore Leathers (1976) reports that this method used by
Davitz as being popular, detailed and enlightening.
Sender Procedure and Instructions
The senders were videotaped individually in a different room
from the one in which they were given the questionnaire, release form,
and general instructions. The following were the general instructions
given to the sender by the experimenter:
Hi! Thanks for coming. Here is a background questionnaire I
would like you to fill out. Also here is a release form
authorizing me to use your videotape recording in the study
while keeping your identity confidential.
As we all know, people communicate not only by what they say
but by how they say it. Therefore, by the way you change
your facial expressions and tone of voice, for example, you
can get across different feelings as you are communicating.
In this study, I am going to ask you to communicate the
alphabet twice: first in your normal conversational manner
and second trying to get across one feeling by your tone of
voice and facial expressions. When you go inside the taping
room, the instructions will be on posters. Before you
communicate the second alphabet, you will be told which
feeling it is that you are to portray by your tone of voice
and facial expressions. The feeling could be anger, disgust,
fear, happiness or sadness. You will be given a chance to
think of a situation when you felt this way to get in the
mood.
Any questions? O.K. So, basically, two alphabets: the first
one is normal, and for the second one you will be given one
feeling to express non-verbally.
There were three people in the taping room: a cameraman, a
technician, and an instruction poster-holder. Two of them were male
while the poster-holder was a female student for the female group
and a male student for the male group. There were no verbal inter¬
changes in the taping room. So as not to damage the videotape
equipment, the recorder often remained on between senders but the
students were told in advance that only the alphabet segments were
to be used in the research studv.
Once inside the taping room each sender in turn was seated
on a chair in front of the camera. After lens adjustment were made,
the first poster was held up and it read Express the alphabet in
your normal conversational manner. (Nod to the cameraman when ready.)
A sign on the camera read Wait until cameraman points to you. The
cameraman covered the lens and after uncovering it, ha pointed to the
sender to begin. After the sender finished the alphabet, the cameraman
covered the lens until the sender nodded that he or she was ready for
the second alphabet. The second instructional poster was held up and
it read Try to remember an experience when you had a feeling of anger
(disgust, fear, happiness, sadness.) The procedure was taken because
of an earlier study by Buchman (1972) which showed that more highly
differentiated emotional expressions (in this case, written) were
influenced by the mood that an Experimental tape recording put the
subjects in. The third poster read Now express the alphabet while
trying to show this feeling of anger (disgust, fear, happiness,
sadness) by your face and voice. (Nod when ready.) Again the
sender nodded, the cameraman uncovered the lens and pointed, and the
sender expressed the second alphabet. After the cameraman covered
the lens, the sender saw the final poster which read Thank you!
Please leave quietly. This procedure was identical for all senders.
Receiver Procedure and Instructions
Two classes of Form 4 boys with 77 students and another two
classes of Form 4 girls with 85 students were randomly assigned to
three separate groups each for a specific mode of communication. Each
of the three modes was run twice, one for the boys and one for the
girls. There were 24 male and 30 female subjects for the vocal mode,
25 male and 28 female for the facial mode and 28 male and 27 female
for the facial-vocal mode.
In advance, all receivers were given a brief description of
what the study was all about and were then invited to participate.
The following instructions were given to all receivers:
Hi! Thanks for coming. Here is a background questionnaire
I would like you to fill out. Also here is a release form
authorizing me to use your answer sheet in the study while
keeping your identity confidential. In general, people
communicate not only by what they say but by how they say it.
Therefore, by the way you change your facial expressions and
tone of voice for example, you can get across different
feelings as you are communicating.
In this study, students on the tape are all reciting the
alphabet twice but changing the way they express it the
second time. The first time I asked them to express it in
their normal conversational manner so you can get an idea
of each person's unique style. The second time I gave them
one feeling to get across non-verbally. The feeling was
either anger, disgust, fear,, happiness, or sadness.
I would like you to (listen to, look at, both listen to and
look at) the tape and after (hearing, seeing, hearing and
seeing) each student express the alphabet the second time,
guess which emotion they tried to express and put a tick in
the appropriate boxes on the answer sheet (see Appendix D).
To summarize, you will (listen to, look at, both listen to
and look at) the tape and after each person's second alphabet,
you will write down the one feeling that it seemed to be:
anger, disgust, fear, happiness or sadness.
At times, you will find it very difficult to figure out which
feeling is being communicated. It is your first intuitive
answer that is probably right and has been shown to be so in
previous research. Once moving on to the next person on the
tape, please do not change your previous answers.
Any questions? Let us try the first person on the tape. You
will have 10 seconds after the second alphabet in which to
write down your answer. This is the first alphabet, his
normal one. This is his second alphabet. Guess whether he
(sounds, looks, looks and sounds) angry, disgustful, fearful,
happy, or sad. Now the person you just (heard, saw, heard
and saw) was one of the most difficult on the tape. Others
are much easier to guess. Any questions? We will go ahead
now and stop for a moment after the first 15 people.
(After 15) Now we are up to the first alphabet of number 16.
Any questions?
(After 30) Now we are up to the first alphabet of number 31.
Any questions?
(After 40) Thanks very much for coming. Please make sure all
answer sheets and questionnaires are turned in in order for
you to get your results.
For the facial mode, only the visual stimulus was presented
by keeping the T.V. picture on While turning the sound off. For the
vocal mode, only the audio portion of the tape was presented by
keeping the sound on while turning the T.V. picture down to complete
blackness. For the facial-vocal mode, the stimulus material was the
combined audio-visual presentation of the videotape.
CHAPTER THREE
RESULTS
The raw data of this study consist of the judgments made by
the three groups of receivers (facial, vocal, facial-vocal) to the
videotape composed of 38 senders. For the research questions in
sections A and B, a dichotomous accuracy score was used: accurate, if
the answer matched the emotion that the sender was instructed to
coramunicace; inaccurate, if the answer was one of the four erroneous
emotions, if the line was left blank. For the questions in section C,
the inaccurate responses and the emotions per se were analyzed.
For the quantitative analysis (section A, B and part of C), a
full-factorial design was used to test the effects of mode, receiver
sex, sender sex, emotions and their interactions (see Appendix E).
Myers (1966) indicates that this is a more conservative type of
analysis of variance than the repeated measure design. This more
conservative analysis was needed because of the small number of
subjects in each cell.
It should be noted that all but one receiver accuracy scores
in responding to the communications of the 38 senders were greater
than chance (chance= 7.6 correct). One receiver scored 7 correct.
The range of receiver accuracy scores was from 7 to 28. The mean
accuracy score per receiver was 18.70 with a standard deviation of
4.48. In term of percentages (all subsequent means in this study
reflect proportions of the total which are rounded off t o
two decimal places and then multiplied by 100), the grand mean was 46
percent with a standard deviation (square root of the overall error
term, expressed in a percentage) equal to 11 percent. Frequency
distributions of the receiver accuracy scores in response to a breakdown
of sender groups shovzed that the scores were normally distributed. The
results will be presented in accordance with the questions of the study.
A. Modes cf Communication
The first question asked in this study was as follows:
1. Are there differences among the three non-verbal modes of
communication for communication accuracy?
Table 2 presents the means and standard deviations for the
responses of receiver mode groups to the 38 senders. Inspection of the
data shows that the mean number of senders guessed accurately by receivers
in the facial mode was highest (54 percent) while the mean number of
senders judged accurately by receivers in the vocal mode of communication
was the lowest (38 percent). The results cf the analysis of variance
summarized in Table 3 indicate significant differences among mode means
(p= 0.003). Results of Scheffe contrasts indicated a significant
difference between the facial-vocal and vocal means (p 0.10) and a
significant difference between the facial and vocal means (p 0.10).
No difference was found between the means for the facial and facial-
vocal modes of communication.
Table 2
Means and Standard Deviations for the
Responses of Receiver Mode Groups to the 38 Senders
(expressed in percentages)
Mode of Receivers Mean SD F. Significant
Vocal
Facial
Facial-Vocal
38
54
52
27
34
33
0.0031
Table 3
Analysis of Variance for Receiver Mode Differences
Source of Variation D.F. Sum of Squares Mean Square F Ratio
Between Groups
Within Groups
2 11702 5851
5.931
225 221976 986
B. Sex Differences and Interaction with Mode
The first question within the next section of the study is as
follows:
2. Are there differences in non-verbal communication accuracy
between sender sexes? Do sender sex differences depend on
which mode of non-verbal communication is used?
The means and standard deviations for the responses of the 162
receivers to sex groups of senders are presented in Table 4. An
examination of the means reveals that males are more accurate senders
than females (51 percent versus 45 percent)'. The results of the analysis
of variance summarized in Table 5 reveal no significant differences
between the sexes of senders (p= 0.1234).
Table 6 presents the means and standard deviations for the
responses of the facial, vocal, and facial-vocal receivers, respectively,
to sender sex groups. Inspection of the table reveals that the means
for the males are larger than are the means for the females except for
the vocal mode which indicates an about equal performance. The analysis
of variance summarized in Table 7 reveals no significant interaction
among sender sex-mode groups (p= 0.406).
The next question to be investigated follows:
3. Are there differences in non-verbal communication accuracy
between the receiver sexes? Do receiver sex differences
depend on which mode of non-verbal communication is used?
Table 8 presents the means and standard deviations for the
responses of the receiver sex groups to the 38 senders. The analysis
of variance data summarized in Table 9 indicate no differences between
Table 4
Means and Standard Deviations for the
Responses of 162 Receivers to Sex Groups of Senders
(expressed in percentages)
Sex Groups of Senders Mean SD F. Significant
Male
Female
51 31
45 32
0.1234
Table 5
Analysis of Variance for Sex Differences of
Senders Across All Modes of Communication
Source of Variation D.F. Sum of Squares Mean Squares F Ratio
Between Groups
Within Groups
1 2447 2447
2.392
226 231230 1023
Table 6
Means and Standard Deviations for the
Responses of the Accuracy with Sex Groups of
Senders Within Each Mode of Communication
(expressed in percentages)
Mode of Receivers
Female Senders Male Senders
Mean SD Mean SE
F. Significant
Vocal
Facial
Facial-Vocal
38
49
46
27
34
34
37
59
57
27
33
31
0.406
Table 7
Analysis of Variance for
Interaction of Mode and Sender Sex
Source of Variation D.F. Sum of Squares Mean Squares F Ratio
Interaction of mode
and sender sex
Error
2 1774 887
222 217751 981
0.905
Table 8
Means and Standard Deviations for the
Responses of Receiver Sex-Groups to the 38 Senders
(expressed in percentages)
Sex-Groups of Receivers Mean SD F. Significant
Male (115)
Female (113)
49 33
50 31
0.6815
Table 9
Analysis of Variance for Sex Differences of
Receivers Across All Modes of Communication
Source of Variation D.F. Sum of Squares Mean Squares F Ratio
Between Groups
Within Groups
1 174 174
226 233503 1033
0.169
Table 10
Means and Standard Deviations for the
Responses of Sex-Mode Groups of Receivers to the 38 Senders
(expressed in percentages)
Mode
Receiver
Male
Mean SD
Female
Mean SD
Vocal
Facial
Facial-Vocal
37
54
55
27
35
34
38
55
48
27
33
32
Table 11
Analysis of Variance for Interaction of
Sex of Receivers and Mode of Communication
Source of Variance Sum of Square Mean Square D.F. F Ratio
Interaction of Mode
Receiver Sex
Error
887
220971
443
995
2
222
0.691
means for the sexes of receivers.
Table 10 presents the means and standard deviations for the
responses of the male and female facial, vocal and facial-vocal receivers,
respectively, to all 38 senders. The analysis of variance summarized in
Table 11 reveals no significant differences among the means.
The next question which deals with patterns of sex differences
is as follows:
4, When communication receivers representing che two sexes are
judging non-verbal messages from communication senders vho
also represent both sexes, are differences in accuracy cf
judgments found depending on particular sender-receiver
sex combinations? Do the differences depend on which mode
of non-verbal communication is used?
Table 12 presents the means and standard deviations for the
responses of receiver sex groups to sender sex groups across all modes
of communication. Table 13 presents the means and standard deviations
for the responses of receiver sex groups to sender sex groups in each
mode of communication. As shown by Table 14, no significant differences
among the means were evident for the interaction.
Table 12
Means and Standard Deviations for the Responses of Receiver Sex Groups
to Sender Sex Groups Across All Modes of Communication
(expressed in percentages)
Sex of Sender
Sex of Receivers
Male
Mean SD
Female
Mean SD
Male
Female
51
46
33
32
51
42
30
32
Table 13
Me£ins and Standard Deviations for the
Responses of Receiver Sex Groups
to Sender Sex in each Mode of Communication
(expressed in percentages)
Mode Sender Sex
Receiver Sex
Male
Mean SD
Female
Mean SD
Vocal
Facial
Facial-Vocal
Male
Female
Male
Female
Male
Female
35
40
56
51
62
53
28
26
36
35
32
30
39
37
61
48
49
43
27
28
31
35
36
33
Table 14
Analysis of Variance for the Interaction of
Sender and Receiver Sexes within Each Mode of Communication
Sources of Variance Sum of Square Mean Square D.F. F Ratio
Interaction of Mode
Sender Sex and
Receiver Sex
Error
346
216401
155
1002
2
216
0.242
C. Emotions and Interaction with Modes and Sexes
The first question to be considered in this section is as
follows:
5. Looking at the specific emotions that were given as answers,
are there differences among the emotions in accuracy of
communication?
The means and standard deviations for the responses of the 162
receivers to the senders of the different emotions are presented in Table
15. An examination of the means reveals that the emotion happiness can
be more accurately communicated followed by sadness and fear. Disgust is
the emotion that can be communicated least accurately The results of the
analysis of variance summarized in Table 16 reveal a significant difference
(p 0.001) between the types of emotions being communicated. Results of
the Scheffe contrast indicated a significant difference between the mean
of the emotion happiness and the means of the other four emotions; the
mean for the emotion sadness is significantly higher than that of disgust
but it is not significantly different from the means of the emotions anger
and fear; no significant differences were found between the means of the
emotions anger, disgust, and fear.
The next question to be considered is as follows:
6. Are accuracy differences among the emotions dependent on which
mode of non-verbal communication is used?
The means and standard deviations for the responses of the 162
receivers of the facial, vocal and facial-vocal groups classified according
to the types of emotions are presented in Table 17. Inspection of the
table reveals that the means differences are similar to those of Table
Table 15
Means and Standard Deviations for the
Responses Within Each Emotion
(expressed in percentages)
Emotion Sex Groups of Senders Mean SD F. Significant
Anger
Disgust
Fear
Happiness
Sadness
Total
40
31
46
73
52
5
4
4
5
4
0.0001
Table 16
Analysis of Variance for Emotion Differences of Senders
Source of Variation D.F. Sum of Squares Mean Squares F Ratio
Between Groups
Within Groups
4 44715 11179
223 188965 847
13.192
p< 0.001
Table 17
Means and Standard Deviations for the
Accurate Responses of Emotion
Within Each Mode of Communication
(expressed in percentages)
Type of Emotion Vocal
Mean SD
Mode
Facial
Mean SD
Facial-Vocal
Mean SD
Anger
Disgust
Fear
Happiness
Sadness
36
31
46
36
41
35
19
21
27
28
47
28
49
93
58
36
26
26
7
29
39
33
44
90
57
38
29
25
10
24
Table 18
Analysis of Variance for the Interaction of Emotion Mode
Sources of Variance Sum of Square Mean Square D.F. F Ratio
Interaction of
Emotion Mode
Error
21281 2660 8
155976 722 213
3.63
p < 0.001
15 in question 5 except for the vocal mode which indicates an equal
performance. The analysis of variance summarized in Table 18 reveals
a significant interaction between emotions and modes of communication
(p 0.001). Results of the Scheffe contrast indicated that there is
a significant difference at 0.10 level between the means of the emotion
happiness and the rest of the emotions in the facial and facial-vocal
modes. The means of the emotions in the vocal mode indicate no signifi¬
cant difference according to the Scheffe contrast. The mean of the emotion
sadness is significantly higher than the mean of disgast in the facial
mode only (p 0.10). It should be noted that the means of the emotion
happiness in the facial mode (M= 93) and the facial- ocal mode (M= 90)
are significantly higher than the mean of the emotion happiness with the
vocal mode (M= 36) according to the Scheffe contrast (p 0.10).
The next question to be considered is as follows:
7. Are accuracy differences among the emotions dependent on the
sex of the senders?
The means and standard deviations for the accurate responses of
sender sex to each type of emotions are presented in Table 19. Inspection
of the table reveals that the means of emotion happiness are high in both
sexes and the emotion disgust has the smallest means for male and second
last for female. The mean for the emotion anger ranks second with the
male sender (M= 65) but ranks last for the female senders. The analysis
of variance summarized in Table 20 reveals a significant interaction
between the sender sex and type of emotions being sent (p 0.001).
Results of the Scheffe contrast indicated that the means of the emotion
happiness are significantly higher than the means of the emotions disgust
Table 19
Means and Standard Deviations for the
Accurate Responses of Sender Sex
to Each Type of Emotion
(expressed in percentages)
Type of Emotion
Sender
Male
Mean SD
Female
Mean SD
Anger
Disgust
Fear
Happiness
Sadness
65
38
37
71
41
34
21
19
33
32
16
23
53
76
62
18
26
25
30
18
Table 20
Analysis of Variance for the Interaction of Emotion Sender Sex
Source of Variance Sum of Square Mean Square D.F. F Ratio
Interaction of
Emotion Sender
Sex
Error
36818
150629
9204
691
4
218
13.321
and fear for both sexes, anger in the female senders and sadness in the
male senders. The Scheffe contrast showed that the means for the emotion
disgust are significantly lower than the means of anger in the male sender,
and the means for fear and sadness in the female senders. The mean for the
emotion anger (M= 65) in the male senders is significantly higher than the
means in the female senders (M= 16). It is also higher than the mean of
the emotion fear in the male senders but lower than the mean for the emotion
fear in the female sender at 0.10 level according to the Scheffe contrast.
The next question to be considered is as follows:
8. Are accuracy differences among the emotions dependent on the
sex of the receivers?
The means and frequencies for the accurate responses of each type
of emotions according to the receiver sex are listed in Table 21.
Inspection of the table shows that once more the means for the emotion
happiness are highest and the means for the emotion disgust are lowest
for both sexes. The mean for the emotion sadness (M= 56) ranks second
with the male receivers and third with the female receivers, and the
mean for the emotion fear ranks second with the female receivers, but
fourth with the male receivers. The analysis of variance summarized in
Table 22 reveals no significant interaction between the type of emotions
and receiver sex.
It should be noted that from the summary table of the analysis of
variance that all the three way and four way interactions between modes
of communication, sender sex, receiver sex, and types of emotions are
not significant (see Appendix E). No further description for these
variables will be needed from this point onwards.
The last question to be considered is as follows:
Table 21
Means and Frequencies for the Accurate Responses of
Receiver Sex to Each Type of Emotions
Type of Emotion
Receiver
Male
Freq. Mean(%)
Female
Freq. Mean(%)
Anger
Disgust
Fear
Happiness
Sadness
271
187
220
409
342
45
31
41
77
56
255
210
307
421
330
37
31
51
70
48
Table 22
Analysis of Variance for the Interaction of Emotion Receiver Sex
Source of Variance Sum of Square Mean Square D.F. F Ratio
Interaction of
Emotion
Receiver Sex
Error
2035
186814
508
857
4
218
0.668
9. What are the most and least frequent error choices for each
emotion within each mode group and sender sex group?
This section deals with a post hoc analysis of error choices.
Table 23 shows the number of accurate and inaccurate responses (in
percentage) given by the facial, vocal and facial-vocal receivers to
expressions of each emotion (including blanks). Table 24 presents a
summary of the most and least frequent errors for each category of
emotional meaning. E-ata from the present sample suggests that disgust
is a frequent error choice for anger; sadness and fear are infrequently
chosen for anger. Fear and happiness are frequent error choices for
disgust; sadness and anger are infrequently chosen for disgust. Sadness
is frequent error choices for fear; anger is infrequently chosen for
fear. Anger is a frequent error choice for happiness; sadness and fear
are infrequently mistaken for happiness. Disgust is a frequent error
choice for sadness and happiness and anger are infrequently mistaken for
sadness. In sum, it appears that sadness, disgust, and fear seem to
cluster together, while sadness is seldom mistaken for happiness and
fear seldom mistaken for anger. The patterns of error choices hold for
all modes of non-verbal communication in the present sample. Exceptions
to the patterns are evident only in the vocal mode of communication
where happiness became a frequent error choice for anger and an
infrequent error choice for both disgust and fear.
Table 25 presents the accurate and inaccurate responses in
percentages made by each sex group of senders to each category of
emotional meaning. There do not appear to be any obvious differences
between the sexes in the kind of errors they make when responding to
Table 23
Percentages of Accurate and Inaccurate Responses Given by
Facial, Vocal, and Facial-Vocal Receivers to Expressions of
Mode of
Receivers
Anger Disgust Fear Happiness Sadness Blanks
ANGER
Vocal
Facial
Facial-Vocal
Total
35
46
38
25
24
30
10
16
13
24
7
14
2
7
25
4
0
0
40 27 13 15 44
DISGUST
Vocal
Facial
Facial-Vocal
18
12
11
31
28
33
24
28
26
11
22
21
10
10
9
6
0
0
Total 14 31 26 20 9 6
FEAR
Vocal
Facial
Facial-Vocal
5
1
2
14
11
15
46
49
43
9
18
17
24
21
22
2
0
1
Total 3 13 46 15 22 1
HAPPINESS
Vocal
Facial
Facial-Vocal
29
0
1
27
1
1
17
4
6
36
93
90
14
1
2
3
0
0
Total 15 10 9 73 6 1
SADNESS
Vocal
Facial
Facial-Vocal
6
6
4
23
26
29
17
8
8
12
1
2
40
58
59
1
1
0
Total 6 26 11 5 52 1
Table 24
Most and Least Frequent Error Choices for Each Category of
Emotional Meaning Across All Modes of Communication
Category of
Emotion
Error
Most Frequent Least Frequent
Anger
Disgust
Fear
Happiness
Sadness
Disgust
Fear, Happiness
Sadness
Anger
Disgust
Sadness, Fear
Sadness, Anger
Anger
Sadness, Fear
Happiness, Anger
the emotions of disgust, happiness, and sadness. For the emotion anger,
happiness and fear are frequent errois for the females, but infrequent
errois for the males. For the emotion fear, happiness is a frequent
error for the female senders, but an infrequent error for the males;
disgust is a frequent error for the male subjects, but an infrequent
error for the female subjects.
Table 25
Percentages of Accurate and Inaccurate Responses
Given by Receivers for the Male Female Senders
of All Modes to Expressions of
Anger Disgust Fear Happiness Sadness Blanks
Sex of
Senders
ANGER
Male
Female
42
16
20
34
7
19
6
24
2
5
1
1
Total 40 27 13 15 4 1
DISGUST
Male
Female
22
5
38
23
20
31
8
32
11
8
1
0
Total 14 31 26 20 91
FEAR
Male
Female
5
1
23
7
37
53
5
22
30
17
1
1
Total 3 13 46 15 22 1
HAPPINESS
Male
Female
2
1
12
7
10
8
71
75
4
8
1
1
Total 2 10 9 73 6-1
SADNESS
Male
Female
11
0
27
24
11
11
9
19
41
62
1
0
Total 6 26 11 5 52 1
CHAPTER FOUR
DISCUSSION
In general, the results of the study indicate that in accounting
for accuracy of non-verbal emotional communication, mode of expression,
sex of the sender, and particular emotion expressed are far more
important than sex of the receivers who are involved in the communication.
Receiver sex as a factor must be considered in terms of the other three
variables, since in itself, it makes no consistent difference in the
accuracy of communication.
Differences among Modes of Communication
Descriptively, the means of accurate communication for the modes
are 38 percent for the vocal mode, 54 percent for the facial mode, and 52
percent for the vocal-facial mode. The differences between the facial
and vocal-facial modes are minimal (two percent only) when the values
for the standard deviations are as high as 34 and 33 percent respectively.
These results are not totally similar to those found by other researches
with multidimensional channels. For example, in describing multidimen¬
sional channel capacities, Slak (1969) found that the addition of
unidimensional channels increases the channel capacity, but at a
decreasing rate. The relationship falls short of a simple additive
one (p. 224). It should be expected that the vocal-faciaf mode mean
be the highest among the means since two channels of communication are
used. Further discussion on this point will be presented later.
It should be noted that: the facial mode and the vocal-facial
mode are significantly higher than the vocal mode. This result is
congruent with the results of the Silvan Tomkins1 Theory regarding the
superiority of facial expression over vocal expression. Tomkins views
the face as a communication center for the sending cind receiving of
information of all kinds... and as the organ of affect expression and
communication (Tomkins, 1968, p. 327). In sum, the face is seen as
the primary site of affect (Tomkins McCarter, 1964, p. 121); and
thus affect is primarily facial behaviour (Tomkinst 1968). Because of
the visibility of the face and the sensitivity of the; complex musculature,
Leathers (1976) states that the face can be used to communicate more
emotional meaning more accurately than other modes.
One of the most important outcomes of this study i the demons¬
tration of the effect of combining non-verbal communication channels.
With the present sample, the bi-modal communication of facial-vocal mode was
more effective than the uni-modal communication of vocal mode. This result
occurs with Levitt (1964) who used sound motion pictures to capture his
subjects' facial and vocal expression while they were expressing emotions
via a content-standard paragraph. As with Levitt and Buchman (1972),
the combined communication was not more effective than communication via
facial expressions alone. Perhaps one reason for a differential effect
only with the vocal mode is that the vocal mode was the most difficult
channel for accurate communication of non-verbal messages. There is a
suggestive evidence from a study comparing the amount of learning when
stimulus codes are presented by uni-sensory channels (visual, cutaneous)
and bi-sensory channels (visual and cutaneous together) that bi-sensory
stimulation influences the rate of acquisition and final achievement onl
when the codes to be learned are inherently difficult (Anton Stern,
1966, p. 18). Thus, by being a difficult channel, the vocal mode is
less effective than the combined facial-vocal mode, yet, by the same
token, it does not help the combined mode. It may be that fewer
relevant cues are available in the vocal mode.
The lack of significant difference between the facial and vocal-
facial modes may be explained by the fact that the efficiency of a
combined communication channel over a unidimensional channel with low
communication value can be accounted for by the concept of redundancy
in information processing. Redundancy, as postulated by Smith (1966),
improves the accuracy with which signals are transmitted (p. 365).
Redundancy can occur through using several communication channels
simultaneously (Miller, 1951). Specifically relevant to the type of
communication used in this study, Birdwhistell (1970) says that kinesics
can operate in a redundancy role (p. 107). In any study, the nonverbal
messages communicated by the combined facial and vocal channels should
be said to be redundant and therefore should be more accurately identified
theoretically. Thus, the concept of redundancy can explain the insigni¬
ficant differences between the facial and the vocal-facial modes and why
the combined mode effect is not a simple addition of the vocal and facial
modes effects. The superior performance of the facial mode alone over
the combined mode seems to present a contradicting effect to the above.
As stated earlier, the slightly higher score of the facial mode
(only more than 2 percent), uiay be explained by the sampling fluctuation
since the standard deviations are quite big in both cases. The concept
of inconsistency might also help to clarify the present situation.
Mehrabian (1972) described that in the case of inconsistency of messages
communicated by the different channels, the facial sub-system of non¬
verbal communication is the most important source of meaning. He found
that inconsistency communication of attitude frequently relied on facial
expressions. It was found in the Buchman studies (1972) that the subjects
were so conscious of the T.V. camera that more emphasis was placed on the
facial expression while the vocal mode was not expressed with
deliberation. This might explain some of the differences. Furthermore,
the experimenter variable might explain some of the differences. In
retrospect, there were more disturbances and disorderly conduct with
the bi-modal groups. For example, there were more laughs, remarks on
the faces of the senders, etc. The experimenter found it more difficult
to keep the class discipline for these groups than uni-modal groups.
Differences between the Sender and Receiver Sexes
Research evidence about sex differences in sensitivity to facial
expression is consistently contradictory both with static pictures and
videotaping. Allport (1924) and Guilford (1929) found no reliable
differences between men and women in judging the Rudolph pictures, but
subsequent replication by Jenness (1923) found women to be significantly
more accurate. Similarly Buzby (1924) reported women as slightly better
judges, while subsequent replications by Jarden and Fernberger (1926)
and by Fernberger (1927) found no consistent differences. Using the
videotape, Levitt (1964) found no differences in expressive ability
between males and females, Buchman (1972) and Zuckerman and others
(1976), Drag and Shaw (1967), found reliable differences in favour of
the female senders. However, the present study, which is a replication
of the Buchman study, revealed no reliable differences in favour of the
sexes.
Further analysis according to modes of communication indicated the
surprising result that the males score consistently higher for both the
facial and vocal-facial modes and about equal for the vocal mode. This
difference may be explained by the fact that males were slightly older
(1 year older) and came from a school with a different atmosphere and
background. Both Gates (1927) and Diroitrovsky (1964) found age to be
significantly related to sensitivity to emotional expressions. Perhaps
the lack of sex differences in the vocal mode with the present sample
(similar to those of Buckman, 1972), is a consequence of the low
communicative value of the vocal mode altogether.
Similar to the above results, the females did not differ from
the males in accuracy of receiving. There is some contradictory
empirical evidence about differences in sensitivity. Staiman (1932)
found no sex differences in the judgments of photographs by white and
black subjects. Diraitrovsky (1964) found that girls were more accurate
judges of vocal expressions than were boys. Dusenberry and Knower (1939)
found that women were better judges of vocal expressions of emotions
than men. Jorgense and Howell (1969) found no sex differences in the
accuracy of judgment.
That there were no differences between the sexes of the receivers
and senders in emotional communication contradicts folklore beliefs.
Levy (1964) says that there is a notion popular among laymen that women
are more 'intuitive' and more emotionally expressive than men (p. 54).
The slightly better performance of the males even contradicts this
general belief even further. In addition to the earlier explanation
of the effects of sampling and age, the cultural factor might come into
play. It is the old Chinese custom that the females should be reserved,
shy, withdrawn, etc. In spite of the fact that the girls school we
selected is considered to be more open, the girls were still slow to
come out of their shell to manifest their emotions freely in front of
the camera. Further evidence ought to be collected in future.
Rank Order of Emotions
The present study indicates that certain emotions may be easier
to communicate non-verbally than others. With the present sample,
disgust was the least accurately communicated while happiness and
sadness were communicated with relatively greater accuracy. There
were some interactions between modes of communication and sender sex.
The facial and vocal-facial modes had a similar results with the above,
but the vocal mode had fear as the emotion which could be communicated
more accurately. Happiness could be communicated accurately with 93
percent accuracy with the facial mode but only a mere 36 percent with
the vocal mode.
Comparisons of the rank order of emotions with other studies is
difficult and sometimes not valid since the results found for each study
are relative to the particular methods, modes, and emotions used in that
study. There is some corroborating evidence from other studies for the
relative ease with which happiness and sadness are communicated.
Facially, Woodworth (1938) indicated that happiness could be communicated
with as much as 94 percent accuracy, while Ekman (1971) reported a 97
percent accuracy. Dimitrovsky (1964) found that children identified
vocal expressions of sadness more frequently than those of anger or
love. Beier and Zautra (1972) found that Japanese students identified
American vocal expressions of sadness more accurately than anger and
fear. The result of Davitz (1964) put further light on the differences
between the vocal. Facial modes like happiness were found to be least
accurately communicated in the vocal mode. The differences between the
facial and vocal modes may be further explained by the fact that each
mode employs a different set of criteria for emotional identification.
For example, Harrison (1974) reported that vocal cues include voice
qualities of range, resonance, tempo, control and vocal qualifiers of
intensity, pitch height and extent. According to the Facial Affect Scoring
Technique of Ekman, Wallace and Friesen (1975) there are 8 identification
items for the brows-forehead, 17 for the eyes-lids, and 59 for the lower
face. Leathers (1976) said that with the facial mode some types of
meaning (emotional) were more difficult to communicate than others
(p. 24) and with the vocal mode, emotions such as contempt is communi-
cated at very high levels of accuracy,... and fear and love are extremely
difficult to identify by relying solely on vocal cues alone (p. 123)
With the female sample, anger was the least accurately communi¬
cated while happiness, sadness and fear were communicated with relatively
greater accuracy. With the male sample, disgust and sadness were
communicated with relatively greater accuracy. Is it due to the peculiar
Chinese culture of Hong Kong that the male was able to communicate
anger with ease (65 percent accuracy) as compared with the female score
of 16 percent. On the other hand, the Chinese girls could communicate
sadness (62%) and fear (53%) which are characteristic of the obedient
and timid female, required of all women folks by the older generations
of Chinese.
Error Choices
Errors in interpreting non-verbal communications were essentially
consistent across modes of communication, sender sex, and receiver sexes.
In general, it appeared that sadness, fear, and disgust clustered together
while happiness and anger were grouped together. The pattern of most
frequent errors and least frequent errors can be explained by the concepts
of polarity and similarity reported by Plutchik (1970).
The adjacent emotions were frequent error choices with each other,
while emotions at the opposite poles were seldom mixed up with each other.
Female senders on the emotion anger were least accurate and the emotion
was misjudged as disgust and happiness. These emotions were adjacent to
anger in figure 1. Once again the adjacent emotions of fear, namely,
sadness and happiness, were frequent errors for the female senders.
HAPPINESS
ANGEI (LOVE)
DISGUST FEAR
SADNESS
Figure 1
A Cross-section of the Emotion-solid
(Adapted from M.B. Arnold, p. 11)
Intervening Variables
One of the most unfortunate by-products of the 80 repetitions of
the alphabet for the receivers was fatigue. Fatigue served as an uncon¬
trollable intervening variable with an unmeasured effect on receivers.
Two outcomes of fatigue could be an increase in work inhibition or an
increase in relaxation, intuition, and sensitivity as the receivers
approached sender number 30. Whatever the effect, it would seem to
apply across the board. Future research could attempt a less repetitious
task and compare the results.
The context of the study had ramifications for other intervening
variables. The basis for inducing emotional expressions was experimental
instructions and not actual emotional states. There are by-products of
using emotional enactments. Another intervening vari£±le that was
uncontrolled with the present sample, but which affected senders across
the board, was the influence of anxiety about acting in front of a camera
Certain extraneous problems (forgetting the alphabet) which affected
some senders' composure could have led to misinterpretations of their
emotional expression in a uni-modal communication channel. Another
intervening variable may have been the length of time senders were on
the air, though this has not been substantiated as a valid effect in
other research of this nature. No time limit was set since it could have
disturbed the pattern of communication. Still, some senders ran through
the alphabet quickly and were on the air for less time than others.
Another intervening variable whose effect is unknown, but which was
constant for all receivers, was the presence of a first neutral
alphabet. Comments from some receivers indicated that in some instances
this first information was difficult to use because it seemed more
expressive than the second alphabet.
There is another variable involving the sex of the technicians
and the cameraman. The same sex poster holder was used but only male camera¬
man and technician were used. This might influence the performance ofI
the female senders across the board. A final intervening variable is
the visual emphasis of the use of videotaping. The subjects were all
familiar with the use of the tape recorder both at home and in the
school. Videotaping is a novelty for most of them. In spite of the
specific instruction to the senders to communicate the emotions by their
face and voice it was noticed that most of them were more concerned•
with the facial mode rather than the vocal mode. This was first noticed
by Buchman (personal communication). Although the experimenter under¬
lined the words face and voice and he stressed this point during the
explanation, the same effect could still be observed. This might have
the effect of lowering the significance of the vocal mode.
Additional Suggestions for Further Research
This study emphasizes the continuing use of a technique that
utilizes the videotape rather than still pictures to capture the
emotional expression.
When modes can be investigated separately as well as together,
and when emotion can be a variable in the statistical analysis, one
can investigate the interaction of emotion and mode to see whether
emotion errors per s'ibject occur in any one mode or whether emotion
errors across subjects occur in any one mode. One can thus study
whether any emotions lend themselves particularly to channel conflict
or non-congruency. This type of approach would tie in with the studies
of Bugental, Kaswan and Love (1970) and Bugental, Love, Kaswan and April
(1971) who could link non-congruent communications of emotions to
disturbed children. The application of this work could be used as
training in self-awareness. Counselees and counsellors, for example,
could be taped, and then could view their portrayals of emotional
expressions both to see for themselves how they actually come across and
to learn from each other how their non-verbal messages actually come across
to others. Channel non-congruencies could be pointed out in the self-
awareness training. In training of this type, reinforcement techniques
could be used.
It will be an added advantage if this method could be corroborated
by a naturalistic study, especially if the same subjects could be used
in the experiment. It may also be worthwhile to find out the
relationship of the subject groups to each other before the study. A
drawback of the present study is the lack of measurement of the dispo¬
sition of the sender groups to one another before the study. With such a
measure, one can be sure of the equality of the groups or even inves¬
tigate the differential effects of whatever variables that could be found.
Instead of students one could use professional groups or mothers and
children. One could also manipulate experimentally the variables of age
and socioeconomic status to compare the findings with the present study.
For example, Izard (1971) found that emotional recognition and emotional
labelling are not a function of race or culture but they are influenced
by socioeconomic status. Since five basic emotions have been used, it
might be good to add the emotion love to form three pairs of bi-polar
emotions and see if the emotional-solid pattern proposed by Plutchik (cf
p. 49) is confirmed or not.
In order to obtain a better comparison between the results
obtained by the different methodologies used in non-verbal research both
in the facial and vocal mode, an inclusion of professional actors will
help to assess the sensitivity of the receivers. Expert judges should
be invited to assess the performance of the senders in both the vocal
and facial modes. Standardised methocte of scoring could be used, for
example the FAST (Facial Affect Scoring Techniques) technique of Ekman
(1975) for the facial mode, the TES (Test of Emotional Sensitivity)
technique of Davitz (1964) or even the electronic method thereby giving
a more reliable assessment of the accuracy score of the senders.
Though the Lasswellian statement of Who says what through what
channels to whom with what effect Smith (1966) can carry a long way in
non-verbal communication research, it may not be the most realistic
communication model because it appears to be uni-directional. Bird-
whistell (1970) points out that an action-reaction formula for
communication may not be enough (p. 12). It is the complex interrelation
of people within a context that seems to be the better model one should
move into for future communication research.
CHAPTER FIVE
SUMMARY
This was a study of nonverbal communication of emotions among
Chinese students in Hong Kong. The purpose was to investigate three
major variables: sex, mode of communicatiory and emotions. In this
study, the communication messages were emotions enacted through video¬
tape by communication senders upon instruction. Forty males and females
students of two grant schools in Hong Kong (equally divided by sex) each
expressed anger, disgust, happiness, fear or sadness via the alphabet to
a similar group of 162 communication receivers who were approximately
equally divided into three modes of non-verbal communication: facial,
vocal and a combined facial-vocal mode. The dependent variable was
accuracy of communication, which was operationally defined as a receiver's
correct judgment of the emotion that the sender was instructed to portray.
A neutral alphabet was first expressed by each sender so that a baseline
for each sender could be established. Rather than having hypotheses
reflecting specific emotion, sex, or mode biases, empirical descriptive
data on the three variables and their interactions were obtained. A
full-factorial design was used. Part of the emotion differences were
analyzed post hoc.
The results indicated a high degree of overall accuracy (grand
mean =48) in judging the non-verbal emotional communication. Signifi¬
cant differences were found among the non-verbal modes of communication
(p 0.001). Specifically, the bi-modal communication of facial-vocal modes
and the facial modes were found to be more effective than the uni-modal
communication of the vocal mode. No differences were found for the
facial mode with the facial-vocal mode. No significant differences
were found for sender and receiver sexes. Thus, in accounting for
accuracy of non-verbal emotional communication, mode of expression and
particular emotion expressed were found to be far more important than
the sexes of those involved in the communication. Sex, as a factor,
must be considered in terms of the other two variables;, since in itself,
it makes no consistent difference in accuracy of communication.
Interactions were found for mode communication and pmotion (p
0.001), sender sex and emotions (p 0.001). Among the interesting null
findings were the following: no differences between male and female
senders in the vocal mode; no significant differences between the male
and female senders in the vocal-facial mode, and the facial mode with the
male scoring higher than the female; between male and female of the
receivers of the different modes; between male and female receivers of
the different emotions.
Qualitatively, disgust was the least accurately communicated
emotion, while happiness was the most accurately communicated emotion.
Errors followed the proximity of the emotions as placed in the emotional-
solid proposed by Plutchik (1970): disgust was a frequent error choice
for sadness; happiness and anger were frequent error choices for each
other. Among the specific qualitative findings were the following:
females had difficulty communicating anger, while male had dijfficulty
communicating fear.
The results of this study were discussed in relation to observa¬
tions from other studies of a similar nature. The mode effect was
explained by the information processing concept of redundancy and
inconsistency. Particular sex-emotion outcomes were dealt with by
cultural explanations. Intervening variables and implications for
further research were discussed.
REFERENCES
Allport, F.H. Social Psychology. Boston: Houghton Mifflin, 1924.
Anton, N.H., Stern, J. Bi-sensory stimulation in code learning,
Connecticut College Psychology Journal, 1966, 3_, 14-19.
Arnold, M.B. Feelings and Emotions. New York: Academic Press, 1970.
Beier, E.G., Zautra, A.J. Identification of vocal communication of
emotions across cultures, Journal of Consulting and Clinical
Psychology, 1972, 39 (1), .166.
Beldoch, M. Sensitivity to expression of emotional meaning in three
modes of communication, in J.R. Davitz (Ed.), The communication
of emotional meaning. New York: McGraw-Hill, 1964, Chap. 3.
Birdwhistell, R. Kinesics and context. Philadelphia: University of
Pennsylvania Press, 1970.
Buchman, J.S. Nonverbal Communication of Emotions Among New York
City Culture Groups. Unpublished Dissertation, Columbia University,
1972.
Bugental, D.E., Kaswan, J.W., Love, L.R. Perception of contradictory
meanings conveyed by verbal and nonverbal channels, Journal of
Personality and Social Psychology, 1970 (Dec.), 16_ (4), 647-655.
Bugental, D.E., Love, L.R., Kaswan, J.W., April, C. Verbal-
nonverbal conflict in parental messages to normal and disturbed
children, Journal of Abnormal Psychology, 1971, 11_ (D 6-10.
Buzby, D.E. The interpretation of facial expression, Ame'fican
Journal of Psychology, 1924, 35, 602-604.
Darwin, C. The expression of the emotions in men and animals. New
York: Appleton, 1896.
Davitz, J.R. A review of research concerned with facial and vocal
expressions of emotion, in J.R. Davitz (Ed.), The communication
of emotional meaning. New York: McGraw Hill, 1964, Chap. 2.
Dimitrovsky, L. The ability to identify the emotional meaning of
vocal expressions at successive age levels, in J.R. Davitz (Ed.),
The communication of emotional meaning. New York: McGraw-Hill,
1964, Chap. 6.
Drag, R.M., Shaw, M.E. Factors influencing the communication of
emotional intent by facial expressions, Psychonomic Science, 1967,
Q (4), 137-138.
Dusenberry, D., Knower, F. Experimental studies of the symbolism
of action and voice, II, Quarterly Journal of Speech, 1939, 25_,
67-75.
Eibl-Eibesfeldt, I. Ethology: The biology of behaviour. New York:
Holt:, Rinehart Winston, 1970.
Ekman, P. Universals and cultural differences in facial expressions
of emotion, in J.K. Cole (Ed.), Nebrciska Symposium on Motivation
1971. University of Nebraska Press, Lincoln, 1971.
Ekman, P., Friesen, W.V. Head and body cues in the judgment of
emotion: A reformulation, Perceptual Motor Skills, 1967, 24_
(3, pt 1), 711-724.
Ekman, P., Friesen, W.V. Unmasking the face. Prentice-Hall, Inc.,
New Jersey. 1975.
Ferberger, S.W. Six more Piderit faces, American Journal of Psychology,
1927, 39, 162-166.
Frijda, N.H. Recognition of emotion, in L. Berkowitz (Ed.), Advances
in experimental social psychology, Vol. 4. New York: Academic-
Press, 1969, 169-223.
Guilford, J.F. An experiment in learning to read facial expressions,
Journal of Abnormal and Social Psychology, 1929, 24, 191-202.
Hall, E.T. The hidden dimension. New York: Doubleday, 1966.
Harrison, R.P. Beyond words: an introduction to nonverbal communication.
New Jersey, Prentice-Hall, Inc., 1974.
Izard, C.E. Cross-cultural research findings on development and
recognition of facial behaviour, paper presented at Symposium
Universality of the Emotions of the American Psychological
Association, 1968.
Izard, C.E. The face of emotion. New York: Appleton-Century-Crofts,
1971.
Jarden, E., Fernberger, S.W. The effect of suggestion on the
judgment of facial expression bf emotion, American Journal of
Psychology, 1926, 37, 565-570.
Jenness, A.F. The recognition of facial expressions of emotion,
Psychological Bulletin, 1932, 29_, 324-350.
Jorgensen, E.C., Howell, R.J. Judging unposed emotional behavior
Psychotherapy: Theory, Research and Practice, 1969, 6_ (3), 161-165.
Klineberg, O. Emotional expression in Chinese literature, Journal
of Abnormal Social Psychology, 1938, 33_, 517-520.
Knapp, M.L. Nonverbal Communication in Human Interaction. New York:
Holt, Rinehart Winston, Inc., 1972.
Knower, F.H. Analysis of some experimental variations of simulated
vocal expressions of the emotions, Journal of Social Psychology,
1941, 14, 369-372.
Kramer, E. The judgment of personal characteristics and emotions from
nonverbal properties of speech. Ann Arbor: University of Michigan
Office of Research Administration, Report 04411-2-P, 1963.
Kretsch, R.A. Communication of emotional meanings across national
groups. Unpublished doctoral dissertation, Columbia University,
1968.
La Barre, W. The cultural basis of emotions and gestures, Journal of
Personality, 1947, 16_, 49-68.
Leathers, D.G. Nonverbal Commvinication System. Boston: Allyn and
Bacon, 1976.
Levitt, E.A. The relationship between abilities to express emotional
meanings vocally and facially, in J.R. Davitz (Ed.), The communi¬
cation of emotional meaning. New York: McGraw-Hill, 1964, Chap. 7.
Levy, P.K. The ability to express and perceive vocal communications
of feeling, in J.R. Davitz (Ed.), The communication of emotional
meaning. New York: McGraw-Hill, 1964, Chap. 4.
Li Tze, Li Wun Pin in Chee Yuen, Fong, Ngai (Ed.). Hong Kong: Commercial
Press Book Co., 1951, 260.
May, H.S. A sutdy of emotional expression among Chinese and Americans.
Unpublished master's essay, Columbia University, 1938.,
Mehrabian, A., Ferris, S.R. Inferences of attitudes from nonverbal
communication in two channels, Journal of Consulting Psychology,
1967, 31, 248-252.
Mehrabian, A. Nonverbal Communication in Nebraska Symposium on
Motivation 1971. University of Nebraska Press, 1972.
Miller, G.A. Language and communication. New York: McGraw-Hill, 1951.
Myers, J.L. Fundamentals of experimental design. Boston:'-Allyn and
Bacon, 1966.
Oudry, V.M. Reported emotional experiences in relation to ethnic and
sex group membership. Unpublished doctoral dissertation, Columbia
University, 1971.
Plutchik, R. Emotions, Evolution and Adaptive Processes in Arnold,
M.B. (Ed.), Feelings and Emotions. New York: Academic Press, 1970
Slak, S. Multidimensional information transmission as a function of
unidimensional channel capacity, Psychological Review, 1969, 76,
224-226.
Smith, A.G. Communication and culture. New York: Holt, Rinehart
Winston, 1966.
Staiman, M.G. A preliminary study of racial differences in the
interpretation of emotion from facial expression. Unpublished
master's essay, Columbia University, 1932.
Starkweather, J.A. Verbal communication of personality and human
feelings, Journal of Communication, 1961, 11, 63-72.
Thompson, D.F., Meltzer, L. Communication of emotional intent by
facial expression, Journal of Abnormal and Social Psychology,1964. 68. 129-135.
Thompson, J. Development of facial expression of emotion in blind
and seeing children, Arch. Psychology, 1941, 37, No. 264.
Tomkins, S.S. Affect, Imagery, Consciousness, Vol. 2, The Negative
Affects. New York: Springer, 1963.
Tomkins, S.S. Affects-Primary motives of man, Humanitas, 1968, 3 (3),
321-345.
Tomkins, S.S., McCarter, R. What and where are the primary affects!
Some evidence for a theory, Perceptual Motor Skills, 1964, 18,119-158.
Vinacke, W.E. Judgment of facial expression by Japanese, Chinese, and
Caucasians in Hawaii, American Psychologist, 1949, 4, 255.
Woodworth, R.S. Experimental Psychology. New York: Henry Holt, 1938.
Zuckerman, M., Hall, J.A., DeFrank, R.S., Rosenthal, R. Encoding and
decoding spontaneous and posed facial expression, Journal ofAbnormal Psychology, 1976, 34, 968-977.
LIST OF APPENDICES
Appendix
A.
B.
C.
D.
E.
Order of Senders of the Experimental Videotape
Background Questionnaire
Release Forms
Answer Sheet
Summary Analysis of Variance Table
Page
62
64
65
66
67
APPENDIX A
Order of Senders of the Experimental Videotape
1. Male
2. Female
3. Male
4. Female
5. Male
6. Female
7. Female
8. Female
9. Female
10. Female
11. Female
12. Male
13. Female
14. Male
15. Female
1G. Male
17. Male
18. Female
19. Female
20. Female
Anger
Disgust
Happiness
Sadness
Disgust
Happiness
Disgust
Sadness
Disgust
Sadness
Sadness
Happiness
Fear
Sadness
Anger
Happiness
Disgust
Anger
Disgust
Fear
21. Male
22. Female
23. Male
24. Female
25. Male
26. Female
27. Female
28. Male
29. Male
30. Female
31. Female
32. Male
33. Male
34. Male
35. Male
36. Male
37. Female
38. Male
39. Male
40. Male
Sadness
Anger
Happiness
Happiness
Fear
Happiness
Happiness
Sadness
Disgust
Anger
Fear
Sadness
Anger
Fear
Disgust
Fear
Fear
Anger
Anger
Fear
APPENDIX B
Background Questionnaire
The research I am carrying out with your help has to do wUth how people
communicate feelings. The following questions are being asked for
background material for my project. Answers are STRICTLY CONFIDENTIAL.
NAME: AGE: SEX:
SCHOOL: FORMGRADE:
PLACE OF BIRTH: DATE OF BIRTH:
NATIONALITY: Please mark any of the following types of background that
you feel pertain to you.
A. Chinese Native Province (Please specify)
B. American 1) White 2) Black 3) Oriental
4) Others (Please specify)
C. Other Nationality (Please specify)
Mother's Place of Birth (Country, State City)
Father's Place of Birth (Country, State City)
Father 1s Occupation Mother' s Occupation,
Length of time you have been living in Hong Kong
What is your native language?
Languages spoken at home (Please specify)
If you have had any dramatic training, state how much
If you have had any training in nonverbal communication (how much)
Do you have any speech or hearing difficulties?
APPENDIX C
Release Forms
For Senders
This is to permit Anthony Chan to use this videotape in his research
project. I understand that the tape I am on will be shown to other
students who will try to guess the emotions portrayed. Identities
will be kept confidential.
Name
Mailing Address
(check one) Personal Results General Both
For Receivers
This is to permit Anchony Chan to use this videotape answer sheet in
his research project, Identities will be kept confidential.
Name
Mailing Address
(check one) Personal Results General Both
APPENDIX D
Answer Sheet
名
1 2 3 5 6 7 8 9 10
1. ANGER
2• DISGUST
3o FEAR
4. HAPPINESS
3. SADNESS
( 憤 怒 〉
( 厭 惡
( 恐懼:)
〔 歡 喜 )
( 悲 哀
11 12 13 14 15 16 17 18 19 20
1. ANGER
2. DISGUST
3. FEAR
4. HAPPINESS
3. SADNESS
愤 怒 〕
( 厭 惡 〕
( 恐 懼 〕
( 歡 喜 〕
( 悲 哀 〕
21 22 23 24 25 26 27 28 29 30
1. ANGER
2. DISGUST
3. FEAR
4. HAPPINESS
5. SADNESS
( 憤 怒 〕
( 厭 惡 〕
( 恐 懼 〕
( 歡 喜 〕
( 悲 哀 〕
31 32 33 34 35 36 37 38 39 40
1. ANGER
2. DISGUST
3. FEAR
4. HAPPINESS
5. SADNESS
, 憤 怒
( 厭 惡 〕
恐 懼
( 歡 喜 〕
( 悲 哀 )
APPENDIX E
Summary Analysis of Variance Table
(based on percentages)
Source of Variation Sum of Squares D.F. Mean Square F Ratio
Main Effects
Mode
Sender Sex
Receiver Sex
Emotions
(A)
(B)
(C)
(D)
2-Way Interactions
A X B
A X C
A X D
B X C
B X D
C X D
3-Way Interactions
A X B X C
A X B X D
A X C X D
B X C X D
4-Way Interactions
A X B X C X D
58079
11682
1521
148
43765
62034
1037
886
20534
12
36691
2050
4909
310
3202
918
435
858
858
8
2
1
1
4
21
2
2
8
1
4
4
22
2
8
8
4'
8
8
7259
5841
1521
148
10941
2954
518
443
2566
12
9172
512
223
155
400
114
108
107
107
11.315
9.104
2.371
0.232
17.053
4.6C4
0.809
0.691
4.000
0.020
14.296
0.799
0.348
0.242
0.624
0.179
0.170
0.167
0.167
p < 0.001