Popular book genres include Literary Fiction, Mystery/Thriller, Romance, Non-Fiction (Biography, Self-Help), Science Fiction/Fantasy, Young Adult, Historical Fiction, Horror, Classics, and Dystopian Fiction. Preferences may shift, but these genres offer diverse choices, appealing to readers seeking entertainment, knowledge, and emotional connections across various themes and settings.