When Olive Annis Watts was born on July 16, 1873, in Londonderry, New Hampshire, her father, Charles Watts, was 32, and her mother, Miriam P. Annis Watts, was 35.

Olive married William Lawrence Joyce on June 30, 1897, in Derry, New Hampshire. They had two children during their marriage. She had one brother and five sisters.