Norman was born in Sydney, New South Wales on 27 November 1927. Part of her childhood was spent in Goulburn, where she attended Bourke Street Primary School, came second in Class 6A and secured admission to Goulburn High School. Instead she moved to Waverley and was educated at Sydney Girls High School from 1940 to 1944. She won a short story prize in 1943.
