1) Expansion. As the population grew, we needed more space to spread out in.
2) Manifest Destiny. Americans at the time felt that it was their god given right (and some dispute that it was god's will) to move West.
3) For the sake of exploration. Nobody knew what was west at the time. Americans ventured west to map the land, and to see what was out there.