According to the State Department, you can get a passport "right now" if you have a life or death emergency.
This site advertises same day passports for "urgently departing citizens" but doesn't mention the life or death thing.
Can you get a same day passport, even if it's not a real, honest to goodness, emergency? The non-government website makes it seem like you can, but I guess that's a matter of interpretation.