LLMs have neurons related to things that cluster in a vector space, some of them are tokens that describe emotion (but that hypes less).

It can be emotions or anything else, but in the end it's just tokens. Taking it to the extreme, an LLM can endlessly talk about self-transforming machine elves, but it certainly hasn't experienced them.