Yes, but the average value of the sampled values will tend towards a Normal distribution by the central limit theorem, and I'm probably misapplying it by wondering whether the next sample tends to be from nearer the middle. I think skimbrel is right that as the sample being drawn from is decreasing each time the CLT will be invalidated anyway.