Disclosed is a composition for parenteral administration comprising a glucagon peptide which has been dried in a non-volatile glycine buffer, and wherein the glucagon peptide has a pH memory that is about equal to the pH of the glucagon peptide in the non-volatile buffer, wherein the pH memory is between 2.5 to 3.5, an aprotic polar solvent, wherein the peptide is solubilized in the aprotic polar solvent, and wherein the aprotic polar solvent is dimethyl sulfoxide (DMSO), trehalose, glycine, and optionally hydrochloric acid, wherein the moisture content of the composition is less than 5 wt. %.