Robert Wagner: 'My secret affair with Barbara Stanwyck... when I was 22 and she was 45". Robert Wagner's marriage to Natalie Wood was known to all. His love affair with Barbara Stanwyck was a secret _ until now. In his new memoir "Pieces of My Heart," Wagner writes of his four-year romance with the star.