The generic models definitely know a lot about Harry Potter without any additional context.
Probably 80% of my questions to ChatGPT were about Harry Potter plot and character details as my kid was reading the books. It was extremely knowledgeable about all the minutiae, probably thanks to all the online discussion more than the books themselves. It was actually the first LLM killer app for me.