Answer
Kalinin affiliated himself with the Bolsheviks, a prominent faction within the Russian Social Democratic Labour Party that held revolutionary ideals. They advocated for the overthrow of the Tsarist regime and the establishment of a socialist society based on the principles of Marxism.