What does guilty pleasure mean? A guilty pleasure is an activity or piece of media that someone enjoys but would be embarrassed by if other people found out about it. These might be books, movies, TV shows, foods, etc. Generally the guilty pleasure is something that might be viewed as shameful by some people, like trashy novels or overdone rom.