It's normal. Your uterus is expanding, and as it expands it shifts your organs. You're feeling pressure from new directions that you've never felt before, and it's completely normal to feel sore.
In a few short months, your baby is going to start kicking you hard, and in ONE PLACE over and over and over. You want to talk about sore? I thought I was bruised on the inside!