Evidence map›Paper›PMID 42718480›Full record

ArticleFrontiers in psychology2026

Valence bias arises from both positive and negative responses to ambiguous stimuli.

Jordan E Pierce, Nicholas R Harp, James J Gross, Maital Neta

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Jordan E PierceDepartment of Psychology, University of Nebraska-Lincoln, Lincoln, NE, United States.
Nicholas R HarpDepartment of Psychology, University of California, Berkeley, Berkeley, CA, United States.
James J GrossDepartment of Psychology, Stanford University, Stanford, CA, United States.
Maital NetaDepartment of Psychology, University of Nebraska-Lincoln, Lincoln, NE, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Individuals vary in their tendency to interpret emotionally ambiguous stimuli as relatively more positive or negative, a trait-like difference known as "valence bias." To date, research on valence bias has relied upon two-alternative forced-choice (2AFC) valence decisions that conflate the presence of positivity with the absence of negativity, and vice versa. This is problematic because more frequent negative judgments of ambiguous stimuli (i.e., a more negative valence bias) could represent true negative appraisals of those stimuli, or a difficulty in identifying a positive appraisal. Methods: In two preregistered studies, participants completed a standard 2AFC valence bias task ( Results: The 2AFC valence bias task captured independent effects of both positivity and negativity. Individuals with a more negative valence bias showed high endorsement of negativity Discussion: Despite individual differences as a function of valence bias, ambiguous stimuli were endorsed as both positive and negative on unipolar scales, refuting claims that they might be "valence-free." Collectively, these results demonstrated that multiple appraisals of ambiguity are recognized and weighted based on individual bias in valence processing during affective decision-making.

Indexed as

ambiguityemotionindividual differencesunipolarvalence bias

Identifiers

PMID42718480
PMCPMC13553364

What OpenQuestion holds

Textmetadata
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Registered trials

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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.