Carter Glass was born on January 4, 1858 in Lynchburg, Virginia, the last child born to Robert Henry Glass and his first wife, the former Augusta Elizabeth Christian.
His father, Robert Henry Glass was Lynchburg's postmaster beginning in 1853, and in 1858 bought the Lynchburg Daily Republican newspaper (where he had worked since 1846).