In 1962 Gao graduated from the Department of French, BFSU, and then he worked for the Chinese International Bookstore (中國國際書店). During the 1970s, because of the Down to the Countryside Movement, he was persecuted as a public intellectual, forced to destroy his early writings, and was sent to the countryside to do hard labor in Anhui Province for six years. He taught as a Chinese teacher in Gangkou Middle School, Ningguo county, Anhui Province for a short time. In 1975, he was allowed to go back to Beijing and became the group leader of French translation for the magazine China Reconstructs (《中國建設》).