I would say it is reasonable, as scaling the input change the measure in the parameter space: remember the volume stays the same under different parameterization, which means the uncertainty might scale differently.
But in your case above, the y-axis of the histograms are different - the number of samples is not the same, so it might change if you sample more from the first case.