The film's working title was Happiness Preferred. According to contemporary sources, first unit shooting took place in the winter snows of California and Nevada, including locations around Truckee and Tahoe. In a modern source, director Robert Florey states that the scene of "Jones's" arrival in Orchard Fork was filmed in Calabasas, CA.