Pretty sure the idea of the clubs is to hang out with one of the romance options. It's more an opportunity to boost the relationship more, so need to focus on which relationship to boost rather than popular.
Fashion: Jessica
Yearbook: Jordan
Occult: Aurora
Academic: Vincent
I'm assuming that there isn't an option to join a club with Luke or Samantha because Ethan already has a solid relationship with them from the beginning.