Adverb used as a qualifier in place of "very", "really" or "so". Its use has become extremely common in Southern California, and could be said to be a part of SoCal English. Similar in use to hella in Northern California, although super is not generally used to mean "a lot" or "many".
Guy 1: You picked up your new board today?
Guy 2: Yeah, I'm super stoked.