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February 12, 2026The Journal of the Acoustical Society of America0 citations

Gender, pitch variability, speaking rate, and low-frequency modulation affect judgments of anger in clear speech

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EYElizabeth D. YoungSMShae D. MorganSFSarah Hargus Ferguson

Key Points

  • This study assesses how various acoustic features of clear speech relate to perceptions of anger.
  • Analyzed emotional judgments of clear and conversational speech from 41 talkers.
  • Conducted principal component analyses to select relevant acoustic measures.
  • Examined the relationship between specific speech characteristics and judgments of anger.
  • Decreased speaking rate and increased amplitude modulation at 1 Hz linked to higher anger judgments.
  • Increased fundamental frequency variability in conversational speech was associated with anger perceptions.
  • Women were judged to sound angrier than men, even when controlling for other variables.

Abstract

Clear speech, a speaking style used to communicate with individuals with hearing loss and other communication difficulties, has been shown to sound “angry” more often than conversational speech Morgan and Ferguson (2017). J. Speech. Lang. Hear. Res. 60, 2271–2280. In this study, acoustic analyses of emotionally neutral sentences from a database of 41 talkers spoken both clearly and conversationally were analyzed in tandem with judgments of emotions for the same sentences to assess potential acoustic correlates of judgments of anger in clear speech. Principal component analyses were conducted to guide the selection of acoustic measures for statistical models. Decreases in speaking rate and increases in temporal fluctuations in amplitude centered at 1 Hz, both of which are prominent features of clear speech, were both associated with increases in judgments of anger. Increases in fundamental frequency variability, another common feature of clear speech, were associated with increases in judgments of any amount of anger but only in conversational speech. Finally, after controlling for speaking style and fundamental frequency variability, women were judged to sound angry more often than men. The results suggest that speaking rate, amount of word or phrase-level amplitude modulation, and fundamental frequency variability could possibly be manipulated to decrease judgments of anger in clear speech.

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Cite This Study

Young et al. (2026) studied this question.

synapsesocial.com/papers/698d6edc5be6419ac0d54c79https://doi.org/10.1121/10.0042447
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