There are no properties of matter or energy that can have a sense of self or experience qualia. Yet we all do. Denying the hard problem of consciousness just slows down our progress in discovering what it is.
(Hint: I am not denying the hard problem of consciousness ;) )
We need a difference to discover what it is. How can we know that all LLMs don't?