Olive is 10 miles north of Broadus on the Mizpah Creek in the southeastern corner of the state. Olive is located near the county seat, Broadus, which is home to the Powder River Historical Museum. The museum contains many valuable historical collections including Indian artifacts, old guns and ammunition, pre-1900 buggies, vintage autos, rebuilt engines, threshing machines, tractors and farm implements.