Genevieve Williamina White was born on May 9, 1924, in Juneau, Alaska, to William Charles White and Inez May Parker-White.

She grew up in Juneau with eight siblings: Henrietta May White, Charles Benjamin White, Gloria Edith White, Dorothy Annabelle White, Anna Louise White, Glen Edward White, Alice G. White, and William L. White Jr..