Ervine is born into a Protestant working-class family in east Belfast on July 21, 1953. He leaves Orangefield High School at age 14 and joins the Orange Order at age 18, however his membership does not last long. The following year he joins the Ulster Volunteer Force (UVF), believing this to be the only way to ensure the defence of the Protestant community after the events of Bloody Friday.