Consciousness is moment to moment and fleeting. There are people with brain defects that don’t let them form new memories. They have no memory about what happened a minute ago in their own consciousness. Still we would say that they are conscious, even if it’s only momentary. LLMs could conceivably have something like that within their CoT/MoE loops.