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Affective Saturation Index: A Lexical Measure of Affect.
Alessandro Gennaro1, Valeria Carola1,2, Cristina Ottaviani2,3
1Department of Dynamic and Clinical Psychology and Health Studies, Sapienza University of Rome, 00185 Rome, Italy.
A new Affective Saturation Index (ASI) measures affect intensity using text analysis. This text-based approach correlates with physiological arousal and semantic complexity, offering a novel tool for studying emotions.
Area of Science:
- Psychology
- Computational Linguistics
- Affective Science
Background:
- Affect significantly influences daily life, impacting experiences, psychopathology, and social interactions.
- Traditional affect measurement relies on physiological, self-report, and behavioral methods.
- A need exists for dynamic, context-independent measures of affect intensity.
Purpose of the Study:
- To introduce and validate the Affective Saturation Index (ASI), a novel text-based measure for affect intensity.
- To assess the ASI's convergent and concurrent validity against physiological and linguistic measures.
- To explore the utility of text analysis in quantifying emotional states.
Main Methods:
- Developed the Affective Saturation Index (ASI) based on text analysis principles.
- Collected data from 40 individuals through semi-structured interviews.
- Compared ASI scores with heart rate variability (HRV), Semantic Entropy Index (SEI), and Flesch-Vacca Index (FVI) using ANOVAs and multiple linear regressions.
Main Results:
- The ASI demonstrated construct and criteria validity.
- ASI effectively detected affective saturation in interview transcripts, correlating with SEI (adjusted R² = 0.428) and FVI (adjusted R² = 0.241).
- ASI scores reflected individual affective intensity, correlating with HRV (adjusted R² = 0.428).
Conclusions:
- The ASI provides a valid and reliable method for measuring affect intensity from written text.
- This text-based approach offers a dynamic and context-independent alternative to traditional methods.
- The ASI has potential applications in fields like psychotherapy and social dynamics research.
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