For large α 0 ≫ k, the distribution is highly peaked around the mean (conversely, when α 0 ≪ k, the mean lies in a valley).
the Dirichlet parameters of a language cluster characterize both the average HMMs of individual languages within the cluster, as well as how much we expect the HMMs to vary from the mean.