This doesn't sound abnormal to me. When you shut down a car the brakes are no longer boosted by engine vacuum, and the pedal gets extremely hard when you pump it. This is because the only thing applying force to the pads is your foot. How long have you had the car? I think it's likely that you just hadn't noticed before. The important thing is that it feels and acts normal when you are driving.