Sorry, that is all the directions the book gives.
There are a couple of Cemeteries near the center of Elk Park. One on the left as you come into town from the Tennessee end of town. It is behind a church on a hil. There is also one on the right on a hill as you go through town towards Cranberry. This one can be seen from the road.