A thickening additive composition comprising: (A) a substantially anhydrous solvent system and (B) a thickening agent, wherein the thickening agent comprises a strongly swellable, lightly to moderately crosslinked polyvinylpyrrolidone. Personal care compositions containing the thickening additive composition are also described.