LLMs, no matter how advanced, won't be capable of becoming self aware. They lack any ability to reason. It can be faked, conversationally, but that's more down to the limits of our conversations, not self awareness.
Don't get me wrong, I can see one being part of a self aware AI. Unfortunately, right now they are effectively a lobotomised speech center, with a database bolted on.