Abhayavardhana was recruited to the Lanka Sama Samaja Party in 1940 by Esmond Wickremasinghe (later to be father of Ranil Wickremasinghe).
He became a member of the Bolshevik-Leninist Party of India, Ceylon and Burma (BLPI) and began his career as a writer.