How does r squared related to standard deviation?

I always think of this as measures of spread so the spread from the regression line and the spread from the distribution should be highly correlated.

so consider the regression line as a line that runs on the y axis at 0. Why 0 , well because that's what the mean is when we look at the distribution (theoretically for normal distribution). Now if we have say two points at ##(1,0)## and ##(-1,0)## then the distance from each of the points to the line would look like the standard deviation if we overlay a bell shape on top of the graph.