Hu was born into poverty in Xiahuo Village () of Zhangzi County, Shanxi, in October 1937, after the Second Sino-Japanese War broke out. Both his parents were poor farmers. He had eleven siblings, but only him and two younger sisters survived. His mother died young and the three of them were raised by his father.
