ArticleProceedings of the National Academy of Sciences of the United States of America2016
Covert digital manipulation of vocal emotion alter speakers' emotional states in a congruent direction.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Social cognition in mild cognitive impairment and dementia: A systematic review and meta-analysis.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Pooled it
- Algorithmic voice transformations reveal the phonological basis of language-familiarity effects in cross-cultural emotion judgments.PloS one · 2023Article
- The shallow of your smile: the ethics of expressive vocal deep-fakes.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2022Article
- Even violins can cry: specifically vocal emotional behaviours also drive the perception of emotions in non-vocal music.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2021Article
- Happy you, happy me: expressive changes on a stranger's voice recruit faster implicit processes than self-produced expressions.Social cognitive and affective neuroscience · 2019Article
- Soundgen: An open-source tool for synthesizing nonverbal vocalizations.Behavior research methods · 2019Article
- DAVID: An open-source platform for real-time transformation of infra-segmental emotional cues in running speech.Behavior research methods · 2018Article
- Social Cognition through the Lens of Cognitive and Clinical Neuroscience.BioMed research international · 2018Review
- Auditory traits of "own voice".PloS one · 2018Article
- Emergency medical triage decisions are swayed by computer-manipulated cues of physical dominance in caller's voice.Scientific reports · 2016Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Research has shown that people often exert control over their emotions. By modulating expressions, reappraising feelings, and redirecting attention, they can regulate their emotional experience. These findings have contributed to a blurring of the traditional boundaries between cognitive and emotional processes, and it has been suggested that emotional signals are produced in a goal-directed way and monitored for errors like other intentional actions. However, this interesting possibility has never been experimentally tested. To this end, we created a digital audio platform to covertly modify the emotional tone of participants' voices while they talked in the direction of happiness, sadness, or fear. The result showed that the audio transformations were being perceived as natural examples of the intended emotions, but the great majority of the participants, nevertheless, remained unaware that their own voices were being manipulated. This finding indicates that people are not continuously monitoring their own voice to make sure that it meets a predetermined emotional target. Instead, as a consequence of listening to their altered voices, the emotional state of the participants changed in congruence with the emotion portrayed, which was measured by both self-report and skin conductance level. This change is the first evidence, to our knowledge, of peripheral feedback effects on emotional experience in the auditory domain. As such, our result reinforces the wider framework of self-perception theory: that we often use the same inferential strategies to understand ourselves as those that we use to understand others.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.