More than money what I think was terribly effective in recruiting moles in western countries was the appeal to -then- popular communist ideology.
There was another motivation which was strongly advocated by Oppenheimer and others to officially share nuclear secrets and bring the USSR to the table and establish controls in order to prevent secret competition and escalation. There were others who along those lines were motivated to use back channels to supply that same information for similar goals.