ID of a purple fungus in Virginia
This is not a moss, but a fungus of the family Clavariaceae. Most likely this is Clavaria zollingeri, commonly known as violet coral, but there are a few resembling species. Microscopy might be needed to be entirely sure.    

The species is saprotrophic, so it grows on the woody debris in your picture.