Gum Stump is an unincorporated community in Boggs Township, Centre County, Pennsylvania, United States.

It is located at latitude 40.98°N, longitude 77.85°W, approximately 5 miles (8.0 km) northwest of Bellefonte, the seat of Centre County.

The Bellefonte and Snowshoe Railroad switchbacks are located there.

[2] Gum Stump is the location of Pennsylvania State Game Lands No.

103, an 8,994-acre (36.40 km2) hunting range maintained by the Pennsylvania Game Commission.