The son of a college professor and a factory nurse, Feng joined the Beijing Military Region Art Troupe as a stage designer after high school. He began his cinema career as an art designer in the Beijing Television Art Center in 1985. Later, he moved on to write screenplays. During this period, he worked closely with director Zheng Xiaolong and writer Wang Shuo.