I disagree. Moderates are not insignificant, but moderates often become disinterested in both of the two extremist parties. Although negative campaigns portraying the other party's extremism can counteract this.
But I think extremism is more often rewarded in practice. For example, the rallying Fundamentalist Christian demographic in 2000, and the radically extremist Tea Party in 2010.