I don't know whether the mods can view a profile set to private since I've never been one. Sorry.Ohhhhhhh. You always have the best info.
Also, on OP's profile:
Does that mean non-following mods aren't able to view profiles which are limited only to friends/followers?
I don't know whether the mods can view a profile set to private since I've never been one. Sorry.