I don't think consciousness necessarily has to be biological, but LLMs certainly aren't. If a model says "Fuck Doom, I wanna play cyberpunk!" I'd be more inclined to believe it has some consciousness and agency.
I dunno tho, I read blindsight not so long ago and it got me thinking about the possibility of intelligence without consciousness.