Pine Log Mountain is located in the U.S. state of Georgia with a summit elevation of 2,338 feet. The peak is three miles west of the town of Waleska separated only by the gated community of Lake Arrowhead. The summit falls within Cherokee County, although the majority of the mountain range trails into Bartow County including other peaks of Litt…Pine Log Mountain is located in the U.S. state of Georgia with a summit elevation of 2,338 feet. The peak is three miles west of the town of Waleska separated only by the gated community of Lake Arrowhead. The summit falls within Cherokee County, although the majority of the mountain range trails into Bartow County including other peaks of Little Pine Log Mountain, Bear Mountain and Hanging Mountain. Pine Log and these other summits within its range are the last mountains over 2,000 feet in the Appalachians of north Georgia. The Appalachian range does not rise above 2,000 feet again until many miles further southwest in the Talladega National Forest in Alabama.