Wow, and your approximation takes one line!
So it looks like you take all the element over 2 and put them close to the mean, like in a snake game, and that’s why you have still too many people close to the mean. And it seems that the worst case comes with variance = 1. I would worth to write down the mathematics, to see how far we are from a Gaussian with both methods