Belly Gun

From GunCounter

A small concealable firearm, such as snub nosed revolver or small automatic, intended to be used at close range, often as a backup to the primary firearm or as a last ditch defense.

The phrase comes from how it is employed; that is shoving it into the belly of the attacker and pulling the trigger.