Related Experiment Video
Updated: Apr 13, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Eliciting mixed emotions: a meta-analysis comparing models, types, and measures.
Raul Berrios1, Peter Totterdell2, Stephen Kellett3
1Department of Psychology, University of Sheffield Sheffield, UK ; Departamento de Administracion, Facultad de Administracion y Economia, Universidad de Santiago de Chile Chile.
Experiencing mixed emotions, like feeling happy and sad simultaneously, is a robust and measurable phenomenon. This meta-analysis confirms that mixed emotions are real and not just an artifact of study design.
Area of Science:
- Psychology
- Affective Science
- Social Psychology
Background:
- The concept of experiencing simultaneous, opposing emotions (mixed emotions) has been historically debated.
- Early research faced challenges in experimentally eliciting and measuring this complex emotional state.
Purpose of the Study:
- To systematically evaluate the robustness and reliability of experimentally induced mixed emotions.
- To determine the consistency of mixed emotion elicitation across different affect models and emotion types.
Main Methods:
- A meta-analysis was conducted on 63 experimental studies that aimed to elicit mixed emotions.
- Studies were categorized by affect model (dimensional vs. discrete) and type of mixed emotion (e.g., happy-sad).
- Effect sizes were analyzed using a random-effects model, with moderators like measurement type and sample demographics examined.
Main Results:
- A moderate to high overall effect size (d IG+ = 0.77) was found for the elicitation of mixed emotions.
- This effect remained consistent across different affect structures and emotion types.
- Subjective measures and higher female representation in samples were associated with larger effect sizes.
Conclusions:
- Mixed emotions represent a robust, measurable, and non-artifactual psychological experience.
- The findings suggest a more versatile and flexible human affect system than previously understood.
- Future research should consider methodological nuances in studying mixed emotions.
Related Concept Videos
Stereotype Content Model
The Influence of Cognition on Affect
Group Design
Cognitive Theories: Schachter-Singer Theory of Emotion
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
Strategies of Self-Presentation III: Self-Monitoring
Cognitive Theories: Lazarus Mediational Theory of Emotion
Cognitive Appraisal and Emotional Response
Lazarus proposed that...

