The brooding, close-up face shot is a generic concept. It's what you do when you're trying too hard to look all deep and philosophical.
Pro Tip: If you insist on going this route, at least make it interesting or mysterious. Go the extra mile. (See: Drake's inverse Warhol-meets-Obama concept on Thank Me Later)