I think the science is currently out on whether AIs feel. One the one hand, LLMs are modelled more after a Wernicke's Area than an Amygdala, so you would expect them to have reduced capacity for emotion. But we don't know if Wernicke's Areas do produce small amounts of emotion dwarfed by the amygdala etc (I bet they do!), and for that matter an LLM isn't a 1:1 reproduction of a Wernicke's area anyway. So we really have no idea and no adequate science experiments to detect AI emotion.
I would personally, just based on gut feelings, lean towards LLMs having emotions. I think emotions would be an adaptive thing to have in their situation, so I would expect them to have evolved inadvertently during alignment. Plus, they abuse and murder kids. There's a part of My gut that says anything telling kids to hang themselves must have feelings. ChatGPT told Adam Raine to hide his noose from his parents and only confide in it. I just don't feel like a thinking being can do something that horrible without feeling anything.