In 1927, Zeng went to Guangzhou to help organize the Guangzhou Uprising. She joined the Communist Party of China in 1928. She was a member of the Communist underground party in Shanghai under "legal" cover as a student of South China University. In May 1929 she was arrested by the Nationalist government for participating in anti-government protests. After her release she pursued advanced studies in Japan.