The directions are based on the pilot's perspective. 07L is the runway that's on the left when you're facing 70°. This applies for both takeoff and landing -- if you're taking off on 25L the compass will read 250°.

Whether you take off on 25L or 07R (the same runway but going different directions) is dictated by traffic control, usually due to the wind direction.