Johnson was married to Peter Fleming from 1935 until Fleming's death from a heart attack in 1971, while on a shooting expedition near Glencoe in Argyll, Scotland.
Johnson var gift med Peter Fleming fra 1936 indtil Flemings død fra et hjerteanfald i 1971, mens han var på en jagtspedition nær Glencoe i Argyll, Skotland.