Did amphitrite become mad when she found out that poseidon was cheating?

Yes, on numerous occasions as all the Greek gods were wont to do. He cheated on her with Tyro, Alope, Amymone, Caeneus, Cleito, Demeter, Medusa, Thoosa and Iphimedia, to name a few more known ones.