"Anything that is kept secret or remains unexplained or unknown"
Of course, if someone wants a portrait, they want to be seen! But why not have some "mystery" shots as well? I can't explain why I am so attracted to this type of photos. Maybe because it lets you more room for imagination? To build a story in your head?
Anyway, it's stimulation for the brain (at least for mine).