Under the Mask - Reference

Eileen, in Bloodborne, never takes off her mask in front of the player character (for obvious reasons - it's a dangerous night, after all), so there's no canon pictures of Eileen sans the plague doctor look.

For the record, though, when I play her, she'll look something like this:



Source