Anime and Pokémon, two of my biggest interests, are my guilty pleasures. My friends know I'm into them and are fine with it, but you won't see me being open about that to other people.
And Kesha. She's trashy, her lyrics are trashy, she uses trashy amounts of autotune, but I enjoy it all.