LLMs bear absolutely none of the traits we’ve come to recognize as the external hallmarks of consciousness in biological organisms, nor anything that would seem analogous in a non-biological substrate.
That said, we don’t have a rigorous definition of consciousness that includes the actual phenomenology of consciousness, so I daresay if you’re going to go around asserting the LLM is conscious despite all existing evidence to the contrary, I think the impetus is on you to define some version of consciousness that isn’t also satisfied by a book or a movie.