Southmont, North Carolina. Southmont is an unincorporated community and census-designated place (CDP) in Davidson County, North Carolina, United States. As of the 2010 census it had a population of 1,470. It is located along North Carolina State Highway 8 on the northern shores of High Rock Lake.