Cleveland is located at (36.943674, -82.152334) [REF].
According to the United States Census Bureau, the town has a total area of 0.1 square mile (0.4 km²), of which 0.1 square mile (0.3 km²) is land and 0.04 square mile (0.1 km²) (14.29%) is water.