Here's empirical proof that moving to the right hurt Republican Senate candidates since 2000. Efforts by movement conservatives to force the party's candidates to the right may, if not hurt the party, lower the number of seats they could otherwise win in 2010.
The Median Voter Theorem argues that elections are won in the middle of the ideological spectrum.