A big difference is that caffeine is a stimulant, or "upper". Stimulants have a very different role socially. They are little good as excuses: No one is going to claim the reason they hit on the boss' wife at the Christmas party was because they got too high on coffee, or that the reason they got low grades in college was that they spent all day in their room drinking red bull.