I sure someone else may have mentioned this, but Eugene was still in survival mode that is why he told his secret.
Abe, was ready to drag him down the road to certain doom to complete the mission, he himself set him on and he doesn't want to die.
Eugene also believes he can come up with another reasons for the group to protect him.