Stephen married Karin Costelloe, a philosophy graduate, by then Fellow of Newnham College and expert on Henri Bergson. The couple had two daughters Ann and Judith Stephen.

On the introduction of conscription in 1916 during the First World War Stephen became a conscientious objector, like many