The rear seat is held in with two clip features in front of the two rear 'proper' seats. To get the seat out, just grab the edge of the seat in the middle of one of the seats and pull up. You should hear a pop and that side will come loose. Repeat for the other side.
There could be a couple of problems:
Something in the car is draining more than it should when off. Use a multimeter on the fuse panel to find where the drain is coming from. It could be a radar detector, alarm, or poorly wired stereo.
The battery is on its way out, or you need to top up the battery with water.
Shouldn't be the alternator or you wouldn't be able to start again soon after a trip, and the car may die when sitting in traffic.