Same exact problem here. If I restart the car the radio fires right up. I noticed it only does this if the radio if off when I start the car cold and let it warm up for a long time, start driving, then turn on the radio. No sound, just "Chrysler".

I just leave the radio on all the time and turn it down all the way when not in use.