In reply to Andy Summers.

Thanks for writing. The Gumbel distribution models the maximum value of a sample of size N when N is large. The formulas do not apply to very small samples. In fact, you will notice that the formula for the mean of the Gumbel distribution is F^{-1}(1-1/N), which is undefined when N=1 and F is the normal CDF.