During the latest season we can see Eren going against the will of his superiors and acting on his own, and even treating everyone as captives, locking them up in a jail cell. He has seen the memories of his father and the people who inherited the Attack Titan before him, he understands that the only way to live safely is to Destroy everyone outside of the island.