True, but in this context it's worth reminding that LLMs work exclusively from the word descriptions, not having access to the raw sensations.
Everything they learn about emotions is the statistical patterns of how humans react to situations based on their human feelings. There's no direct knowledge from having those feelings themselves.
You have unintentionally created my next start-up idea.
Bio inference.
Let your Agents feel what you feel!