Personally, long ago I just embraced the fact that I like the music I like and so not much of it is a guilty pleasure per se ?
That being said, some of the cheesy and pop/indie love songs are my favourites that I might shy away from playing when others are listening. Things like Mood Rings by Reliant K, ocean avenue by yellowcard (perhaps that more punk-rock?) or any Carly Rae Jensen