Male:
Darren Criss, from Glee. I know, along with probably every other female out there.
Something about a guy who can sing, looks cute in a suit, and is gay. Always gets to me.
Honestly though.. I'm not big into Celebs.
Female:
Emma Stone
I'd take her any day.
Edit: I'd do Jessica Alba too.