Abstract
Despite known differences in the acoustic properties of children’s and adults’ voices, no work to date has examined the vocal cues associated with emotional prosody in youth. The current study investigated whether child (n = 24, 17 female, aged 9–15) and adult (n = 30, 15 female, aged 18–63) actors differed in the vocal cues underlying their portrayals of basic emotions (anger, disgust, fear, happiness, sadness) and social expressions (meanness, friendliness). We also compared the acoustic characteristics of meanness and friendliness to comparable basic emotions. The pattern of distinctions between expressions varied as a function of age for voice quality and mean pitch. Specifically, adults’ portrayals of the various expressions were more distinct in mean pitch than children’s, whereas children’s representations differed more in voice quality than adults’. Given the importance of pitch variables for the interpretation of a speaker’s intended emotion, expressions generated by adults may thus be easier for listeners to decode than those of children. Moreover, the vocal cues associated with the social expressions of meanness and friendliness were distinct from those of basic emotions like anger and happiness respectively. Overall, our findings highlight marked differences in the ways in which adults and children convey socio-emotional expressions vocally, and expand our understanding of the communication of paralanguage in social contexts. Implications for the literature on emotion recognition are discussed.
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References
Allgood, R., & Heaton, P. (2015). Developmental change and cross-domain links in vocal and musical emotion recognition performance in childhood. British Journal of Developmental Psychology, 33, 398–403.
Averill, J. R. (1983). Studies on anger and aggression: Implications for theories of emotion. American Psychologist, 38, 1145–1160.
Banse, R., & Scherer, K. R. (1996). Acoustic profiles in vocal emotion expression. Journal of Personality and Social Psychology, 70, 614–636.
Bänziger, T., Hosoya, G., & Scherer, K. R. (2015). Path models of vocal emotion communication. PLoS ONE, 10, 1–29.
Bayes, M. A. (1972). Behavioral cues of interpersonal warmth. Journal of Counseling and Clinical Psychology, 39, 333–339.
Blaauw, E. (1994). The contribution of prosodic boundary markers to the perceptual difference between read and spontaneous speech. Speech Communication, 14, 359–375.
Boersma, P., & Weenink, D. (2015). Praat: Doing phonetics by computer [Computer program]. Version 5.4.09, retrieved 1 June 2015 from http://www.praat.org/.
Brosgole, L., & Weisman, J. (1995). Mood recognition across the ages. International Journal of Neuroscience, 82, 169–189.
Cheang, H. S., & Pell, M. D. (2008). The sound of sarcasm. Speech Communication, 50, 366–381.
Chronaki, G., Hadwin, J. A., Garner, M., Maurage, P., & Sonuga-Barke, E. J. S. (2014). The development of emotion recognition from facial expressions and non-linguistic vocalizations during childhood. British Journal of Developmental Psychology, 33, 218–236.
Crick, N. R., & Dodge, K. A. (1994). A review and reformulation of social information-processing mechanisms in children’s social adjustment. Psychological Bulletin, 115, 74–101.
Cunningham, M. R. (1988). Does happiness mean friendliness? Induced mood and heterosexual self-disclosure. Personality and Social Psychology Bulletin, 14, 283–297.
de Krom, G. (1995). Some spectral correlates of pathological breathy and rough voice quality for different types of vowel fragments. Journal of Speech and Hearing Research, 38, 794–811.
Dodge, K. A., & Coie, J. D. (1987). Social-information-processing factors in reactive and proactive aggression in children’s peer groups. Journal of Personality and Social Psychology, 53, 1146–1158.
Ekman, P., Friesen, W. V., & Ancoli, S. (1980). Facial signs of emotional experience. Journal of Personality and Social Psychology, 39, 1125–1134.
Elfenbein, H. A., Mandal, M. K., Ambady, N., Harizuka, S., & Kumar, S. (2002). Cross-cultural patterns in emotion recognition: Highlighting design and analytical techniques. Emotion, 2, 75–84.
Eskenazi, L., Childers, D. G., & Hicks, D. M. (1990). Acoustic characteristics of vocal quality. Journal of Speech, Language, and Hearing Research, 33, 298–306.
Eskritt, M., & Lee, K. (2003). Do actions speak louder than words? Preschool children’s use of the verbal-nonverbal consistency principle during inconsistent communications. Journal of Nonverbal Behavior, 27, 25–41.
Fant, G., Kruckenberg, A., & Nord, L. (1991). Prosodic and segmental speaker variations. Speech Communication, 10, 521–531.
Ferrand, C. T. (2000). Harmonics-to-noise ratios in normally speaking prepubescent girls and boys. Journal of Voice, 14, 17–21.
Ferrand, C. T. (2002). Harmonics-to-noise ratio: An index of vocal aging. Journal of Voice, 16, 480–487.
Fitch, W. T., & Giedd, J. (1999). Morphology and development of the human vocal tract: A study using magnetic resonance imaging. Journal of the Acoustical Society of America, 106, 1511–1522.
Fives, C. J., Kong, G., Fuller, J. R., & DiGiuseppe, R. (2011). Anger, aggression, and irrational beliefs in adolescents. Cognitive Therapy and Research, 35, 199–208.
Friend, M. (2000). Developmental changes in sensitivity to vocal paralanguage. Developmental Science, 3, 148–162.
Gobl, C., & Ní Chasaide, A. (2000). Testing affective correlates of voice quality through analysis and resynthesis. In ISCA tutorial and research workshop (ITRW) on Speech and Emotion.
Gorham-Rowan, M. M., & Laures-Gore, J. (2006). Acoustic-perceptual correlates of voice quality in elderly men and women. Journal of Communication Disorders, 39, 171–184.
Gross, J. J., Carstensen, L. L., Pasupathi, M., Tsai, J., Götestam Skorpen, C., & Hsu, A. Y. C. (1997). Emotion and aging: Experience, expression, and control. Psychology and Aging, 12, 590–599.
Hammerschmidt, K., & Jürgens, U. (2007). Acoustical correlates of affective prosody. Journal of Voice, 21, 531–540.
Harries, M. L. L., Walker, J. M., Williams, D. M., Hawkins, S., & Hughes, I. A. (1997). Changes in the male voice at puberty. Archives of Disease in Childhood, 77, 445–447.
Heffernan, K. (2004). Evidence from HNR that /s/ is a social marker of gender. Toronto Working Papers in Linguistics, 23, 71–84.
Hollien, H., Green, R., & Massey, K. (1994). Longitudinal research on adolescent voice change in males. Journal of the Acoustical Society of America, 96, 2646–2654.
Hortensius, R., Schutter, D. J. L. G., & Harmon-Jones, E. (2012). When anger leads to aggression: Induction of relative left frontal cortical activity with transcranial direct current stimulation increases the anger-aggression relationship. Social Cognitive and Affective Neuroscience, 7, 342–347.
Howell, P., & Kadi-Hanifi, K. (1991). Comparison of prosodic properties between read and spontaneous speech material. Speech Communication, 10, 163–169.
Hubbard, J. A., Smithmyer, C. M., Ramsden, S. R., Parker, E. H., Flanagan, K. D., Dearing, K. F., et al. (2002). Observational, physiological, and self-report measures of children’s anger: Relations to reactive versus proactive aggression. Child Development, 73, 1101–1118.
Iriondo, I., Guaus, R., Rodriguez, A., Lazaro, P., Montoya, N., Blanco, J. M., Bernadas, D., Oliver, J. M., Tena, D., & Longhi, L. (2000). Validation of an acoustical modeling of emotional expression in Spanish using speech synthesis techniques. In Proceedings of the ISCA ITRW on speech and emotion, Newcastle, 5–7 September, 2000 (pp. 161–166). Belfast: Textflow.
Izard, C., Fine, S., Schultz, D., Mostow, A., Ackerman, B., & Youngstrom, E. (2001). Emotion knowledge as a predictor of social behaviour and academic competence in children at risk. Psychological Science, 12, 18–23.
Johnstone, T., & Scherer, K. R. (2000). Vocal communication of emotion. In M. Lewis & J. Haviland (Eds.), The handbook of emotion (pp. 220–235). New York: Guilford.
Jürgens, R., Grass, A., Drolet, M., & Fischer, J. (2015). Effect of acting experience on emotion expression and recognition in voice: Non-actors provide better stimuli than expected. Journal of Nonverbal Behaviour, 39, 195–214.
Juslin, P. N., & Laukka, P. (2001). Impact of intended emotion intensity on cue utilization and decoding accuracy in vocal expression of emotion. Emotion, 1, 381–412.
Juslin, P. N., & Laukka, P. (2003). Communication of emotions in vocal expression and music performance: Different channels, same code? Psychological Bulletin, 129, 770–814.
Keltner, D., & Ekman, P. (2000). Facial expression of emotion. In M. Lewis & J. Haviland-Jones (Eds.), Handbook of emotions (2nd ed., pp. 236–249). New York: Guilford Publications.
Klatt, D. H., & Klatt, L. C. (1990). Analysis, synthesis, and perception of voice quality variations among female and male talkers. Journal of the Acoustical Society of America, 87, 820–857.
LaFrance, M. (2002). Smile boycotts and other body politics. Feminism & Psychology, 12, 319–323.
Laukka, P., Linnman, C., Ahs, F., Pissiota, A., Frans, O., Faria, V., et al. (2008). In a nervous voice: Acoustic analysis and perception of anxiety in social phobics’ speech. Journal of Nonverbal Behaviour, 32, 195–214.
Leinonen, L., Hiltunen, T., Linnankoski, I., & Laakso, M. L. (1997). Expression of emotional-motivational connotations with a one-word utterance. Journal of the Acoustical Society of America, 102, 1853–1863.
Leppänen, J. M., & Hietanen, J. K. (2001). Emotion recognition and social adjustment in school-aged girls and boys. Scandinavian Journal of Psychology, 42, 429–435.
Macmillan, N. A., & Creelman, C. D. (1991). Detection theory: A user’s guide. Cambridge: Cambridge University Press.
Malatesta, C. Z., & Haviland, J. M. (1982). Learning display rules: The socialization of emotion expression in infancy. Child Development, 53, 991–1003.
Masten, C. L., Eisenberger, N. I., Borofsky, L. A., Pfeifer, J. H., McNealy, K., Mazziotta, J. C., et al. (2009). Neural correlates of social exclusion during adolescence: Understanding the distress of peer rejection. Social Cognitive and Affective Neuroscience, 4, 143–157.
Maxim, L. A., & Nowicki, S. J. (2003). Developmental associations between nonverbal ability and social competence. Philosophy, Sociology and Psychology, 2, 745–758.
McAllister, A., Sederholm, E., Sundberg, J., & Gramming, P. (1994). Relations between voice range profiles and physiological and perceptual voice characteristics in ten-year-old children. Journal of Voice, 8, 230–239.
McAllister, A., Sundberg, J., & Hibi, S. R. (1996). Acoustic measurements and perceptual evaluation of hoarseness in children’s voices. Speech, Music and Hearing Quarterly Progress and Status Report, 4, 15–26.
Mitchell, R. L. C., & Ross, E. D. (2013). Attitudinal prosody: What we know and directions for future study. Neuroscience and Biobehavioral Reviews, 37, 471–479.
Muthén, L. K., & Muthén, B. O. (2007). Mplus [Software]. Los Angeles, CA: Muthén & Muthén.
Noble, L., & Xu, Y. (2011). Friendly speech and happy speech—are they the same? Proceedings of the 17th international congress of phonetic sciences. Hong Kong.
Paquette, J. A., & Underwood, M. K. (1999). Gender differences in young adolescents’ experiences of peer victimization: Social and physical aggression. Merrill-Palmer Quarterly, 45, 242–266.
Pell, M. D., Paulmann, S., Dara, C., Alasseri, A., & Kotz, S. A. (2009). Factors in the recognition of vocally expressed emotions: A comparison of four languages. Journal of Phonetics, 37, 417–435.
Petersen, A. C., Crockett, L., Richards, M., & Boxer, A. (1988). A self-report measure of pubertal status: Reliability, validity and initial norms. Journal of Youth and Adolescence, 17, 117–133.
Pittam, J., & Scherer, K. R. (1993). Vocal expression and communication of emotion. In M. Lewis & J. M. Haviland (Eds.), Handbook of emotions (pp. 185–197). New York, London: The Guilford Press.
Pons, F., & Harris, P. (2005). Longitudinal change and longitudinal stability of individual differences in children’s emotion understanding. Cognition and Emotion, 19, 1158–1174.
Reise, S. P., Ventura, J., Nuechterlein, K. H., & Kim, K. H. (2005). An illustration of multilevel factor analysis. Journal of Personality Assessment, 84, 126–136.
Rigby, K. (2000). Effects of peer victimization in schools and perceived social support on adolescent well-being. Journal of Adolescence, 23, 57–68.
Rochman, D., Diamond, G. M., & Amir, O. (2008). Unresolved anger and sadness: Identifying vocal acoustical correlates. Journal of Counseling Psychology, 55, 505–517.
Rockwell, P. (2000). Lower, slower, louder: Vocal cues of sarcasm. Journal of Psycholinguistic Research, 29, 483–495.
Rosenthal, R., & Rubin, D. B. (1989). Effect size estimation for one-sample multiple-choice-type data: Design, analysis, and meta-analysis. Psychological Bulletin, 106, 332–337.
Sauter, D. A., Panattoni, C., & Happé, F. (2012). Children’s recognition of emotions from vocal cues. British Journal of Developmental Psychology, 31, 97–113.
Sauter, D. A., & Scott, S. K. (2007). More than one kind of happiness: Can we recognize vocal expressions of different positive states? Motivation and Emotion, 31, 192–199.
Scherer, K. R. (1996). Adding the affective dimension: A new look in speech analysis and synthesis. Proceedings of the 4th international conference of spoken language processing. Philadelphia, USA.
Scherer, K. R. (2003). Vocal communication of emotion: A review of research paradigms. Speech Communication, 40, 227–256.
Scherer, K. R., Banse, R., Wallbott, H. G., & Goldbeck, T. (1991). Vocal cues in emotion encoding and decoding. Motivation and Emotion, 15, 123–148.
Scherer, K. R., Koivumaki, J., & Rosenthal, R. (1972). Minimal cues in the vocal communication of affect: Judging emotions from content-masked speech. Journal of Psycholinguistic Research, 1, 269–285.
Scherer, K. R., Ladd, D. R., & Silverman, K. E. A. (1984). Vocal cues to speaker affect: Testing two models. Journal of the Acoustical Society of America, 76, 1346–1356.
Scherer, K. R., & Oshinsky, J. S. (1977). Cue utilization in emotion attribution from auditory stimuli. Motivation and Emotion, 1, 331–346.
Simmons, R. (2002). Odd girl out: The hidden culture of aggression in girls. New York: Harcourt.
Spackman, M. P., Brown, B. L., & Otto, S. (2009). Do emotions have distinct vocal profiles? A study of idiographic patterns of expression. Cognition and Emotion, 23, 1565–1588.
Stathopoulos, E. T., Huber, J. E., & Sussman, J. E. (2011). Changes in acoustic characteristics of the voice across the life span: Measures from individuals 4–93 years of age. Journal of Speech, Language, and Hearing Research, 54, 1011–1021.
Stathopoulos, E. T., & Sapienza, C. (1993). Respiratory and laryngeal measures of children during vocal intensity variation. Journal of the Acoustical Society of America, 94, 2531–2543.
Sussman, J. E., & Sapienza, C. (1994). Articulatory, developmental, and gender effects on measures of fundamental frequency and jitter. Journal of Voice, 8, 145–156.
Toran, K. C., & Lal, B. K. (2009). Objective analysis of voice in normal young adults. Kathmandu University Medical Journal, 7, 374–377.
Trentacosta, C. J., & Fine, S. E. (2010). Emotion knowledge, social competence, and behavior problems in childhood and adolescence: A meta-analytic review. Social Development, 19, 1–29.
Underwood, M. K. (2003). Social aggression among girls. New York: Guilford.
Underwood, M. K. (2004). Glares of contempt, eye rolls of disgust and turning away to exclude: Non-verbal forms of social aggression among girls. Feminism Psychology, 14, 371–375.
van Bezooijen, R., Otto, S. A., & Heenan, T. A. (1983). Recognition of vocal expressions of emotion: A three-nation study to identify universal characteristics. Journal of Cross-Cultural Psychology, 14, 387–406.
Ververidis, D., & Kotropoulos, C. (2006). Emotional speech recognition: Resources, features, and methods. Speech Communication, 48, 1162–1181.
Whiteside, S. P., & Hodgson, C. (2000). Speech patterns of children and adults elicited via a picture-naming task: An acoustic study. Speech Communication, 32, 267–285.
Wilkowski, B. M., & Robinson, M. D. (2008). The cognitive basis of trait anger and reactive aggression: An integrative analysis. Personality and Social Psychology Review, 12, 3–21.
Yumoto, E., Gould, W. J., & Baer, T. (1982). Harmonics-to-noise ratio as an index of the degree of hoarseness. Journal of the Acoustical Society of America, 71, 1544–1550.
Zhang, S. (2008). Emotion recognition in Chinese natural speech by combining prosody and voice quality features. Advances in Neural Networks, 5264, 457–464.
Zupan, B. (2015). Recognition of high and low intensity facial and vocal expressions of emotion by children and adults. Journal of Social Sciences and Humanities, 1, 332–344.
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Morningstar, M., Dirks, M.A. & Huang, S. Vocal Cues Underlying Youth and Adult Portrayals of Socio-emotional Expressions. J Nonverbal Behav 41, 155–183 (2017). https://doi.org/10.1007/s10919-017-0250-7
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DOI: https://doi.org/10.1007/s10919-017-0250-7