You lost me with "population of my mixture". I'm realtively sure that is not well defined.
Are you chopping up your mixture into discrete samples? If so, why would expect the constituents of the various samples to be other than Normal?
Are you measuring proportions in each sample? Are you somehow counting something in each sample?
Let's first define the experiment instead of continuing to shoot in the dark