Mulia's father was H. Mustamin Abdul Fatah, a battalion commander in Darul Islam the insurgent Islamic State led by Abdul Kahar Muzakkar. Her mother was Hj. Buaidah Achmad, the first girl in her village to graduate from an Islamic boarding school, Pesantren Darud Da'wah wal Irshad in Pare-Pare. 