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 out for blood and screaming at everyone he sees. Some neighborhood kids beat me up last night, and now my brother is out for blood.