Imagine you have a big jar of differently colored marbles (representing different data points in a distribution). Every time you take a handful of marbles and calculate the average color, even if your original jar of marbles had a wild mix of colors, those average colors from your handfuls will tend to form a certain predictable pattern (a bell curve or normal distribution) if you do this many, many times.