Born in Newport, Rhode Island, he was the son of Alfred Gwynne Vanderbilt and his second wife, Margaret Emerson.
He was the grandson of Cornelius Vanderbilt and Alice Claypoole Gwynne and was named in honor of his great-great-uncle George Washington Vanderbilt and his great-uncle George Washington Vanderbilt II.