Zhou was born Zhou Yaoping in Changzhou, Jiangsu Province, on 13 January 1906 to a Qing Dynasty official. At the age of ten, he and his family moved to Suzhou, Jiangsu Province. In 1918, he entered Changzhou High School, during which time he first took an interest in linguistics. He graduated in 1923 with honours.