Wu was born in March 1908 in Wuchang, Hubei, toward the end of the Qing dynasty, with his ancestral home in Yangxin County.[1] While studying at Wuhan Middle School, he was active in the student movement[2] and became a member of the Socialist Youth League of China under the influence of Chen Tanqiu and Dong Biwu.[1]