Greene's family holds a distinguished place in American military history. His father was Civil War general, George Sears Greene, famous for his defense of Culp's Hill at the Battle of Gettysburg. His older brother, Samuel Dana Greene, was the executive officer of the USS Monitor during the Battle of Hampton Roads. All were from Rhode Island.