Gertrude Weil was born in Goldsboro, North Carolina in 1879. Her father, an immigrant from Germany, was among the business and civic leaders of the community. At the age of 15, she was sent to Horace Mann High School in New York City. She went on to Smith College, where, in 1901, she became the first graduate from North Carolina.