There is no Cole Bay Road. If you are coming from the Pelican Key area, you go east on Welfare Road straight through the roundabout where it becomes Union Road. Continue on Union until you get to the gas station and the Harley Davidson on the left and take a left on Orange Grove Road. It is down a short way on your right.