We consider the properties of a specific distribution mixed quantum states arbitrary dimension that can be biased towards mean purity. In particular, we analyze mixtures Haar-random pure with Dirichlet-distributed coefficients. analytically derive concentration parameters required to match purity Bures and Hilbert--Schmidt distributions in any dimension. Numerical simulations suggest this value...