If the null hypothesis is false, however, the between samples estimate will be larger than the within-samples estimate and the ratio will exceed unity.
This follows from the fact that any change in the column means will not affect the calculation of mean square within.
Large variations in the column means, however, are reflected in the calculation of the mean square between.