To seek vengeance in an especially hostile or belligerent manner. This phrase is often used hyperbolically, although it can refer to physical violence. I'd avoid the boss if I were you—he's thinks that blunder was your fault, so he's out for your scalp. I got robbed by some punk last night, and now my brother is after the kid's scalp.