The best way to get more bass is with a subwoofer. Infinity and kenwood make a couple enclosures that I think would fit under the seat. They are powered units so you would have to worry about a place to mount an amp.
Check this link and scroll down.
http://www.crutchfield.com/S-PKsDC6m...&avf=N&search=