In the study group's third year at Greendale, Pierce had yet to arrive for the first day of classes. At the end of the last semester ("For A Few Paintballs More") he quit the study group feeling unappreciated and although the rest of the group, particularly Annie, was worried, Jeff was unconcerned. In fact he daydreams an elaborate fantasy featuring his friends performing the song and dance number "We're Gonna Finally Be Fine". The musical fancy reflects Jeff's belief that not having Pierce in the group will cause them to have a great year and outlines what Jeff hopes to get out of the latest semester. The dream sequence is first seen in the Season Three premiere episode "Biology 101".
The song contains various references to criticisms of last year's season as well as allusions to the show's low ratings. Shirley's line about being "far away from the borderline" is probably a reference to how close the show has been to cancellation the last two seasons. The line about "have more fun and be less weird" addresses critics who believed that Season Two had gotten too weird and experimental in comparison to Season One. Ben Chang is dressed in a suit made of dollars which references actor Ken Jeong's participation over that summer in two of the year's top grossing movie's "The Hangover II" and "Transformer's: Dark of the Moon" . The line from Chang about being "more appealing to all mankind" reflects critticism mentioned by Dan Harmon in the interviews and in the Community The Complete Second Season DVD's from NBC executives that Community needed to broaden its appeal.