Graf grew up in Simsbury, Connecticut to a family with a long history of naval service. Her father is a retired Captain and Submarine Officer in the U.S. Navy, and her sister, Robin L. Graf, is currently a Rear Admiral (LH) in the Navy Reserve. Graf graduated from the United States Naval Academy in 1985. Most of her colleagues at the time believed she was well on her way to flag rank.