He also has a weaker caucus. Brown, Snowe and Lugar would have gone along with his schemes. Fischer, Flake and Cruz will not (well, maybe, look what happened to Johnson).
Johnson (and Ryan) may have been bought off by the milk-related pork for WI in the ‘cliff deal’.