Those of you who once dated someone toxic, what were the red flags?

I once dated a girl who had a borderline personality disorder. She had fits of rage, and once hit me in the head. I had to go to a shrink to explain it to me. She was very seductive, sexy and extremely cold. My friends called her "the ice princess".