Question

as the correlation coefficient decreases from 0.28 tp 0.23, do the points of the scatter plot move toward the regression line, or away from it?

Answer 1

Correlation coefficient (there are several different types) usually measure the difference between the observed and expected values as part of their calculation. So the smaller the CC the closer is the fit of the line (or other model).