You only get the Gaussian if you take the limit correctly.
In the visualization as you increase the number of bins, the Gaussian approximation becomes more and more squeezed, and by the weak law of large numbers the limit is a Dirac delta.
In order to get the Gaussian you'd need to be looking at a window whose width is proportional to the square root of the number of bins.
[†] x is where it is centered.