Combine rice, 1-1/2 cups Parmesan cheese, salt, and pepper in a medium bowl. Place half of rice mixture in the bottom of the prepared dish; pat down well. Spread half of the pesto evenly over rice and sprinkle with half of the goat cheese. Layer half of the red peppers over goat cheese. Repeat layers.