Response surface designs are often used with a number of added center points. In such cases, when the basic design without center points is non-singular, a useful split of the lack of fit sum of squares can be effected which isolates the contribution of a contra between center and non-center points and enables additional information on possible biases to be obtained. Two general examples illustrate this, and some numerical illustrations are also provided.