I think large LLMs can be seen as a representation of humanity's collective thought processes... almost as if humanity were a single entity.

They have read pretty much everything we have ever written, good and bad, so they're kind of a mirror of us, as a species. Not a perfect one, but still.

Aliens could probably use a llm to get a crash course on what humans are actually like, and how to interact with them.