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This is the case on the 3NS (A321neo with 16J). On the 3NL (A321neoLR with 24J) the doors are unlocked. They sometimes do a domestic flight here and there so keep an eye out for it.
IME the door does not provide a ton of privacy anyway as the walls are not very high up.
-J.