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Perception of Emotion and Personality through Full-Body Movement Qualities: A Sport Coach Case Study

Published: 20 October 2015 Publication History

Abstract

Virtual sport coaches guide users through their physical activity and provide motivational support. Users’ motivation can rapidly decay if the movements of the virtual coach are too stereotyped. Kinematic patterns generated while performing a predefined fitness movement can elicit and help to prolong users’ interaction and interest in training. Human body kinematics has been shown to convey various social attributes such as gender, identity, and acted emotions. To date, no study provides information regarding how spontaneous emotions and personality traits together are perceived from full-body movements. In this article, we study how people make reliable inferences regarding spontaneous emotional dimensions and personality traits of human coaches from kinematic patterns they produced when performing a fitness sequence. Movements were presented to participants via a virtual mannequin to isolate the influence of kinematics on perception. Kinematic patterns of biological movement were analyzed in terms of movement qualities according to the effort-shape [Dell 1977] notation proposed by Laban [1950]. Three studies were performed to provide an analysis of the process leading to perception: from coaches’ states and traits through bodily movements to observers’ social perception. Thirty-two participants (i.e., observers) were asked to rate the movements of the virtual mannequin in terms of conveyed emotion dimensions, personality traits (five-factor model of personality), and perceived movement qualities (effort-shape) from 56 fitness movement sequences. The results showed high reliability for most of the evaluated dimensions, confirming interobserver agreement from kinematics at zero acquaintance. A large expressive halo merging emotional (e.g., perceived intensity) and personality aspects (e.g., extraversion) was found, driven by perceived kinematic impulsivity and energy. Observers’ perceptions were partially accurate for emotion dimensions and were not accurate for personality traits. Together, these results contribute to both the understanding of dimensions of social perception through movement and the design of expressive virtual sport coaches.

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References

[1]
Nancy Alvarado. 1997. Arousal and valence in the direct scaling of emotional response to film clips. Motiv. Emot. 21, 4 (December 1997), 323--348.
[2]
Nalini Ambady, Frank J. Bernieri, and Jennifer A. Richeson. 2000. Toward a histology of social behavior: Judgmental accuracy from thin slices of the behavioral stream. In Advances in Experimental Social Psychology. Mark P. Zanna, ed. Academic Press, 201--271.
[3]
Betsy App, Daniel N. McIntosh, Catherine L. Reed, and Matthew J. Hertenstein. 2011. Nonverbal channel use in communication of emotion: How may depend on why. Emotion 11, 3 (2011), 603--617.
[4]
Anthony P. Atkinson, Winand H. Dittrich, Andrew J. Gemmell, and Andrew W. Young. 2004. Emotion perception from dynamic and static body expressions in point-light and full-light displays. Perception 33, 6 (2004), 717--746.
[5]
Avi Barliya, Lars Omlor, Martin A. Giese, Alain Berthoz, and Tamar Flash. 2013. Expression of emotion in the kinematics of locomotion. Exp. Brain Res. 225, 2 (March 2013), 159--176.
[6]
Frank J. Bernieri, John S. Gillis, Janet M. Davis, and Jon E. Grahe. 1996. Dyad rapport and the accuracy of its judgment across situations: A lens model analysis. J. Pers. Soc. Psychol. 71, 1 (1996), 110--129.
[7]
Diane S. Berry and Jane Sherman Hansen. 2000. Personality, nonverbal behavior, and interaction quality in female dyads. Pers. Soc. Psychol. Bull. 26, 3 (March 2000), 278--292.
[8]
Ray L. Birdwhistell. 1972. Kinesics and context: Essays on body motion communication. Am. J. Psychol. 85, 3 (September 1972), 441.
[9]
Timothy A. Brown. 2006. Confirmatory Factor Analysis for Applied Research. Guilford Press.
[10]
Egon Brunswik. 1956. Perception and the Representative Design of Psychological Experiments. University of California Press.
[11]
Peter E. Bull. 1987. Posture and gesture, Elmsford, NY, US: Pergamon Press.
[12]
Donald T. Campbell and Donald W. Fiske. 1959. Convergent and discriminant validation by the multitrait-multimethod matrix. Psychol. Bull. 56, 2 (1959), 81--105.
[13]
Antonio Camurri, Ingrid Lagerlöf, and Gualtiero Volpe. 2003. Recognizing emotion from dance movement: Comparison of spectator recognition and automated techniques. Int. J. Hum.-Comput. Stud. 59, 1--2 (July 2003), 213--225.
[14]
William H. Cooper. 1981. Ubiquitous halo. Psychol. Bull. 90, 2 (September 1981), 218--244.
[15]
Paul T. Costa and Robert R. McCrae. 1992. Four ways five factors are basic. Personal. Individ. Differ. 13, 6 (June 1992), 653--665.
[16]
Elizabeth A. Crane and M. Melissa Gross. 2013. Effort-shape characteristics of emotion-related body movement. J. Nonverbal Behav. 37, 2 (June 2013), 91--105.
[17]
Geoff Cumming and Sue Finch. 2005. Inference by eye: Confidence intervals and how to read pictures of data. Am. Psychol. 60, 2 (2005), 170--180.
[18]
Marie Dacey, Amy Baltzell, and Len Zaichkowsky. 2008. Older adults’ intrinsic and extrinsic motivation toward physical activity. Am. J. Health Behav. 32, 6 (November 2008), 570--582.
[19]
Nele Dael, Martijn Goudbeek, and K. R. Scherer. 2013. Perceived gesture dynamics in nonverbal expression of emotion. Perception 42, 6 (2013), 642--657.
[20]
Nele Dael, Marcello Mortillaro, and Klaus R. Scherer. 2012. The body action and posture coding system (BAP): Development and reliability. J. Nonverbal Behav. 36, 2 (June 2012), 97--121.
[21]
Richard J. Davidson, Klaus Rainer Scherer, and H. Hill Goldsmith. 2003. Handbook of Affective Sciences. Oxford University Press.
[22]
Cecily Dell. 1977. A Primer for Movement Description Using Effort-Shape and Supplementary Concepts. Dance Notation Bureau, Center for Movement Research and Analysis, Bureau Press.
[23]
Edith Van Dyck, Pieter-Jan Maes, Jonathan Hargreaves, Micheline Lesaffre, and Marc Leman. 2013. Expressing induced emotions through free dance movement. J. Nonverbal Behav. 37, 3 (September 2013), 175--190.
[24]
Andrew D. Engell, James V. Haxby, and Alexander Todorov. 2007. Implicit trustworthiness decisions: Automatic coding of face properties in the human amygdala. J. Cogn. Neurosci. 19, 9 (September 2007), 1508--1519.
[25]
Betty H. La France, Alan D. Heisel, and Michael J. Beatty. 2004. Is there empirical evidence for a nonverbal profile of extraversion? A meta analysis and critique of the literature. Commun. Monogr. 71, 1 (2004), 28--48.
[26]
Barbara L. Fredrickson. 1998. What good are positive emotions? Rev. Gen. Psychol. 2, 3 (1998), 300--319. doi.org/10.1037/1089-2680.2.3.300
[27]
Nico H. Frijda. 1986. The Emotions. Cambridge University Press.
[28]
Peggy E. Gallaher. 1992. Individual differences in nonverbal behavior: Dimensions of style. J. Pers. Soc. Psychol. 63, 1 (1992), 133--145.
[29]
Steven W. Gangestad, Jeffry A. Simpson, Kenneth DiGeronimo, and Michael Biek. 1992. Differential accuracy in person perception across traits: Examination of a functional hypothesis. J. Pers. Soc. Psychol. 62, 4 (1992), 688--698.
[30]
Robert Gifford. 1991. Mapping nonverbal behavior on the interpersonal circle. J. Pers. Soc. Psychol. 61, 2 (1991), 279--288.
[31]
Howard Giles and Beth A. Le Poire. 2006. Introduction: The ubiquity and social meaningfulness of nonverbal communication. In The SAGE Handbook of Nonverbal Communication. SAGE Publications.
[32]
Donald Glowinski, Nele Dael, Antonio Camurri, Gualtiero Volpe, Marcello Mortillaro, and Klaus Scherer. 2011. Toward a minimal representation of affective gestures. IEEE Trans. Affect. Comput. 2, 2 (April 2011), 106--118.
[33]
Michael H. Graham. 2003. Confronting multicolinearity in ecological multiple regression. Ecology 84, 11 (November 2003), 2809--2815.
[34]
Karl Grammer, Valentina Filova, and Martin Fieder. 1997. The communication paradox and possible solutions. In New Aspects of Human Ethology. Alain Schmitt, Klaus Atzwanger, Karl Grammer, & Katrin Schääfer, eds. Springer US, 91--120.
[35]
William G. Graziano, Meara M. Habashi, Brad E. Sheese, and Renée M. Tobin. 2007. Agreeableness, empathy, and helping: A person × situation perspective. J. Pers. Soc. Psychol. 93, 4 (2007), 583--599.
[36]
James J. Gross and Oliver P. John. 1995. Facets of emotional expressivity: Three self-report factors and their correlates. Personal. Individ. Differ. 19, 4 (October 1995), 555--568.
[37]
M. Melissa Gross, Elizabeth A. Crane, and Barbara L. Fredrickson. 2012. Effort-Shape and kinematic assessment of bodily expression of emotion during gait. Hum. Mov. Sci. 31, 1 (February 2012), 202--221.
[38]
M. Melissa Gross, Elizabeth A. Crane, and Barbara L. Fredrickson. 2010. Methodology for assessing bodily expression of emotion. J. Nonverbal Behav. 34, 4 (December 2010), 223--248.
[39]
Judith A. Hall, Susan A. Andrzejewski, Nora A. Murphy, Marianne Schmid Mast, and Brian A. Feinstein. 2008. Accuracy of judging others’ traits and states: Comparing mean levels across tests. J. Res. Personal. 42, 6 (December 2008), 1476--1489.
[40]
Jari K. Hietanen, Jukka M. Leppänen, and Ulla Lehtonen. 2004. Perception of emotions in the hand movement quality of Finnish sign language. J. Nonverbal Behav. 28, 1 (March 2004), 53--64.
[41]
David C. Hoaglin, Boris Iglewicz, and John W. Tukey. 1986. Performance of some resistant rules for outlier labeling. J. Am. Stat. Assoc. 81, 396 (December 1986), 991--999.
[42]
Ben Jackson, James A. Dimmock, Daniel F. Gucciardi, and J. Robert Grove. 2011. Personality traits and relationship perceptions in coach--athlete dyads: Do opposites really attract? Psychol. Sport Exerc. 12, 3 (June 2011), 222--230.
[43]
Gunnar Johansson. 1973. Visual perception of biological motion and a model for its analysis. Percept. Psychophys. 14, 2 (June 1973), 201--211.
[44]
Oliver P. John, Eileen M. Donahue, and Robert L. Kentle. 1991. The Big Five Inventory--Versions 4a and 54. Berkeley, CA, University of California, Berkeley, Institute of Personlity and Social Research.
[45]
Donald M. Johnson. 1963. Reanalysis of experimental halo effects. J. Appl. Psychol. 47, 1 (1963), 46--47. doi.org/10.1037/h0044759
[46]
Adam Kendon. 1994. Do gestures communicate? A review. Res. Lang. Amp Soc. Interact. 27, 3 (1994), 175--200. doi.org/10.1207/s15327973rlsi2703_2
[47]
David A. Kenny. 1991. A general model of consensus and accuracy in interpersonal perception. Psychol. Rev. 98, 2 (1991), 155--163.
[48]
Basel Kikhia, Miguel Gomez, Lara Lorna Jiménez, Josef Hallberg, Niklas Karvonen, and Kåre Synnes. 2014. Analyzing body movements within the laban effort framework using a single accelerometer. Sensors 14, 3 (March 2014), 5725--5741.
[49]
Andrea Kleinsmith and Nadia Bianchi-Berthouze. 2013. Affective body expression perception and recognition: A survey. IEEE Trans. Affect. Comput. 4, 1 (January 2013), 15--33.
[50]
Markus Koppensteiner. 2013. Motion cues that make an impression. Predicting perceived personality by minimal motion information. J. Exp. Soc. Psychol. 49, 6 (November 2013), 1137--1143.
[51]
Markus Koppensteiner and Karl Grammer. 2010. Motion patterns in political speech and their influence on personality ratings. J. Res. Personal. 44, 3 (June 2010), 374--379.
[52]
Amanda Kraha, Heather Turner, Kim Nimon, Linda Reichwein Zientek, and Robin K. Henson. 2012. Tools to support interpreting multiple regression in the face of multicollinearity. Front. Psychol. 3 (2012), 44.
[53]
Rudolf von Laban. 1950. The Mastery of Movement on the Stage. London: MacDonald & Evans.
[54]
Frank J. Landy, Janet L. Barnes-Farrell, Robert J. Vance, and James W. Steele. 1980. Statistical control of halo error in performance ratings. J. Appl. Psychol. 65, 5 (October 1980), 501--506.
[55]
Jacqyln A. Levy and Marshall P. Duke. 2003. The use of laban movement analysis in the study of personality, emotional state and movement style: An exploratory investigation of the veridicality of “Body Language.” Individ. Differ. Res. 1, 1 (April 2003), 39--63.
[56]
Shane Lowe and Gearóid ÓLaighin. 2012. The age of the virtual trainer. Procedia Eng. 34 (2012), 242--247. doi.org/10.1016/j.proeng.2012.04.042
[57]
Geoff Luck, Suvi Saarikallio, Birgitta Burger, Marc R. Thompson, and Petri Toiviainen. 2010. Effects of the Big Five and musical genre on music-induced movement. J. Res. Personal. 44, 6 (December 2010), 714--720.
[58]
Elizabeth J. Lyons, Deborah F. Tate, Dianne S. Ward, Kurt M. Ribisl, J. Michael Bowling, and Sriram Kalyanaraman. 2014. Engagement, enjoyment, and energy expenditure during active video game play. Health Psychol. Off. J. Div. Health Psychol. Am. Psychol. Assoc. 33, 2 (February 2014), 174--181.
[59]
John McGowan and John Gormly. 1976. Validation of personality traits: A multicriteria approach. J. Pers. Soc. Psychol. 34, 5 (1976), 791--795.
[60]
Marco de Meijer. 1989. The contribution of general features of body movement to the attribution of emotions. J. Nonverbal Behav. 13, 4 (December 1989), 247--268.
[61]
Joann Montepare, Elissa Koff, Deborah Zaitchik, and Marilyn Albert. 1999. The use of body movements and gestures as cues to emotions in younger and older adults. J. Nonverbal Behav. 23, 2 (June 1999), 133--152.
[62]
Joann M. Montepare and Heidi Dobish. 2003. The contribution of emotion perceptions and their overgeneralizations to trait impressions. J. Nonverbal Behav. 27, 4 (December 2003), 237--254.
[63]
Carey K. Morewedge and Daniel Kahneman. 2010. Associative processes in intuitive judgment. Trends Cogn. Sci. 14, 10 (October 2010), 435--440.
[64]
Shinichi Nakagawa. 2004. A farewell to Bonferroni: the problems of low statistical power and publication bias. Behav. Ecol. 15, 6 (November 2004), 1044--1045.
[65]
Laura P. Naumann, Simine Vazire, Peter J. Rentfrow, and Samuel D. Gosling. 2009. Personality judgments based on physical appearance. Pers. Soc. Psychol. Bull. (September 2009).
[66]
L. Ouss, S. Carton, Roland Jouvent, and D. Widloêcher. 1990. Traduction et validation de l’échelle d’émotions différentielle d’Izard: exploration de la qualification verbale des émotions. Encéphale 16, 6 (1990), 453--458.
[67]
Catherine Pelachaud. 2009. Studies on gesture expressivity for a virtual agent. Speech Commun. 51, 7 (July 2009), 630--639.
[68]
Paolo Petta, Catherine Pelachaud, and Roddy Cowie. 2011. Emotion-Oriented Systems - The Humaine Handbook. Springer.
[69]
Philippe J. Rushton, Douglas N. Jackson, and Sampo V. Paunonen. 1981. Personality: Nomothetic or idiographic? A response to Kenrick and Stringfield. Psychol. Rev. 88, 6 (1981), 582--589.
[70]
Odile Plaisant, Robert Courtois, Christian Réveillère, Gerald Mendelson, and Olivier John. 2010. Validation par analyse factorielle du Big Five Inventory français (BFI-Fr). Analyse convergente avec le NEO-PI-R. Annales Medico-Psychologiques, 168, 2, (2010), 97--106.
[71]
Philip M. Podsakoff, Scott B. MacKenzie, Jeong-Yeon Lee, and Nathan P. Podsakoff. 2003. Common method biases in behavioral research: A critical review of the literature and recommended remedies. J. Appl. Psychol. 88, 5 (October 2003), 879--903.
[72]
Frank E. Pollick, Helena M. Paterson, Armin Bruderlin, and Anthony J. Sanford. 2001. Perceiving affect from arm movement. Cognition 82, 2 (December 2001), B51--B61.
[73]
Thomas D. Raedeke. 2007. The relationship between enjoyment and affective responses to exercise. J. Appl. Sport Psychol. 19, 1 (2007), 105--115.
[74]
Heidi R. Riggio and Ronald E. Riggio. 2002. Emotional expressiveness, extraversion, and neuroticism: A meta-analysis. J. Nonverbal Behav. 26, 4 (December 2002), 195--218.
[75]
Claire L. Roether, Lars Omlor, Andrea Christensen, and Martin A. Giese. 2009. Critical features for the perception of emotion from gait. J. Vis. 9, 6 (June 2009), 15.
[76]
Robert Rosenthal. 2008. Conducting judgment studies. In The New Handbook of Methods in Nonverbal Behavior Research. Jinni Harrigan, Robert Rosenthal, & Klaus Scherer, eds. Oxford University Press, 199--234.
[77]
Sverker Runeson and Gunilla Frykholm. 1983. Kinematic specification of dynamics as an informational basis for person-and-action perception: Expectation, gender recognition, and deceptive intention. J. Exp. Psychol. Gen. 112, 4 (1983), 585--615.
[78]
James A. Russell and Albert Mehrabian. 1977. Evidence for a three-factor theory of emotions. J. Res. Personal. 11, 3 (September 1977), 273--294.
[79]
Ali A. Samadani, Sarahjane Burton, Rob Gorbet, and Dana Kulic. 2013. Laban effort and shape analysis of affective hand and arm movements. In 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction (ACII). 343--348.
[80]
Klaus R. Scherer. 2010. Emotion and emotional competence: conceptual and theoretical issues for modelling agents. In Blueprint for Affective Computing, A Sourcebook. Oxford University Press, 3--20.
[81]
Klaus R. Scherer. 1978. Personality inference from voice quality: The loud voice of extroversion. Eur. J. Soc. Psychol. 8, 4 (October 1978), 467--487.
[82]
Klaus R. Scherer. 2013. Vocal markers of emotion: Comparing induction and acting elicitation. Comput. Speech Lang. 27, 1 (January 2013), 40--58.
[83]
Maxine Sheets-Johnstone. 1999. The Primacy of Movement. John Benjamins Publishing.
[84]
Nao Shikanai, Misako Sawada, and Motonobu Ishii. 2013. Development of the movements impressions emotions model: Evaluation of movements and impressions related to the perception of emotions in dance. J. Nonverbal Behav. 37, 2 (June 2013), 107--121.
[85]
John C. Thoresen, Quoc C. Vuong, and Anthony P. Atkinson. 2012. First impressions: Gait cues drive reliable trait judgements. Cognition 124, 3 (September 2012), 261--271.
[86]
Edward L. Thorndike. 1920. A constant error in psychological ratings. J. Appl. Psychol. 4, 1 (1920), 25--29. doi.org/10.1037/h0071663
[87]
Joëlle Tilmanne and Thierry Dutoit. 2012. Continuous control of style and style transitions through linear interpolation in hidden Markov model based walk synthesis. In Transactions on Computational Science XVI. Marina L. Gavrilova & C. J. Kenneth Tan, eds. Lecture Notes in Computer Science. Springer, Berlin, 34--54.
[88]
Allessandro Vinciarelli and Gelareh Mohammadi. 2014. A survey of personality computing. IEEE Trans. Affect. Comput. 5, 3 (July 2014), 273--291.
[89]
Harald G. Wallbott. 1998. Bodily expression of emotion. Eur. J. Soc. Psychol. 28, 6 (November 1998), 879--896.
[90]
Harald G. Wallbott. 1985. Hand movement quality: A neglected aspect of nonverbal behavior in clinical judgment and person perception. J. Clin. Psychol. 41, 3 (May 1985), 345--359.
[91]
Leslie A. Zebrowitz, Masako Kikuchi, and Jean-Marc Fellous. 2007. Are effects of emotion expression on trait impressions mediated by babyfaceness? Evidence from connectionist modeling. Pers. Soc. Psychol. Bull. (April 2007).

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    cover image ACM Transactions on Applied Perception
    ACM Transactions on Applied Perception  Volume 13, Issue 1
    December 2015
    112 pages
    ISSN:1544-3558
    EISSN:1544-3965
    DOI:10.1145/2837040
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    Publication History

    Published: 20 October 2015
    Accepted: 01 June 2015
    Revised: 01 April 2015
    Received: 01 November 2014
    Published in TAP Volume 13, Issue 1

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    Author Tags

    1. Full-body movement
    2. emotion perception
    3. kinematics
    4. personality perception
    5. sport coach

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