Your stance is a little narrow and you are going far too deep. The reason you don't feel the bottom of the squat earlier is because you are relaxing a lot of musculature to get that depth. Take a slightly wider stance. Squat high. It will feel like you are above parallel, but you will still probably be too deep. I suggest some real weightlifting shoes, too.