A likelihood ratio test is one technique for detecting a shift in the mean of a sequence of independent normal random variables. If the time of the possible change is unknown, the asymptotic null distribution of the test statistic is extreme value, rather than the usual chi-square distribution. The asymptotic distribution is derived here under the null hypothesis of no change.