The real uncomfortable thing is that because we cannot confidently know, the moral defacto position is to treat them like they are.
I know you "feel" pain because I can poke you and observe the result. If I do it enough there is permanent damage.
Show this same phenomenon exists in LLMs.
We did exactly that and published it last month right here: https://www.anthropic.com/research/emotion-concepts-function