The band name is a play on the phrase "heavy petting." They formed in 2010 and played their first gig on Valentine's Day of that same year at High Dive (then known as Common Grounds). The group planned at first to perform a single tribute show in honor of the Gainesville native Tom Petty, but after the show they got multiple requests from organizers who offered them gigs.