I voted for the third option. In my opinion ghosts don't exist, neither those a soul and all of those things. So when you die you simply die, that's it: the end.
I'm very open minded though, and since it's a topic in which nobody can be sure of anything until ghosts come out and reveal themselves ending the mystery I'm open to all possibilities.