I guess it's more of a trope than a genre but it was what I first thought about. Most of the genres I enjoy aren't guilty pleasures since I don't have any guilt in liking them.

Found family movies and shows, however, make me feel a little guilty since my parents weren't necessarily but more emotionally distant. So it's like a tinge of sadness when watching them.