Short for "Bandwagon." The Wagon refers to cheering for a specific sports team, often for sports gambling purposes. Cheering hard for a team can entail, getting more people "on the wagon," steaming the wagon, "throwing coal on the fire," and "pushing the wagon."
Who wants to get on the Steelers wagon with me?
Comon guys! The Dodgers game is tonight. Get on the wagon!