Manchu people
Belonging to Manchu people, Guo was born in Yi County, Liaoning, and joined the Communist Party of China (CPC) in 1933. He graduated from the Department of Politics at Fudan University in Shanghai and obtained a bachelor's degree of law. Guo served as a key secretary to Zhang Xueliang.