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A person who absolutely loathes someone or something so much they'd probably punch a wall if they couldn't punch the person.
My ex is a mad hater. She still texts me every day to tell me she’s happy and I’m sad.
That guy hates my music so much he once screamed at my playlist like it was a crime scene.
My dog is a mad hater. He barks at the mailman like he’s the devil.