Why is Penn angry at Olivia when Penn learns the identity of the baby's father?

When Penn learns that Olivia is pregnant because Ray raped her, Penn is angry at Olivia because she never told her father that Penn was not the father. Thinking Penn was the baby's father was the reason for Leo's attack on Penn's father. Olivia could have prevented the whole thing, but she chose to keep quiet.