Rotate the board to make it upside down so that the balls fall from the top through the narrow neck. Observe that the number of balls collecting in the central channel is maximum and it gradually diminishes towards the sides giving rise to a bell shaped profile.
This shows that the probability of a variable occuring at its mean value is maximum and it gradually diminishes for values away from the mean.