Disambiguating Sentiment: Understanding How Language Models Interpret and Measure Emotional Valence, Opinion, and Other Dimensions

Language models primarily interpret "sentiment" as emotional valence, rather than opinion or other dimensions. Researchers should move beyond the ambiguous concept of "sentiment" and use more precise measurement constructs when feasible.