Muraoka was born on June 21, 1893, in Kofu, Yamanashi Prefecture. Her birth name was Hana Annaka. Her parents were Methodists. She was raised as a Christian. She studied at the Tokyo Eiwa Jogakuin. She began writing children's stories when she was encouraged by translator Hiroko Katayama. She graduated from school in 1913.