You get a negative value of the linear regression coefficient when the value of the independent variable increases with the decrease in the value of the dependent variable. The negative coefficient value indicates how much the mean of the dependent variable differs when there is a one-unit change in the independent variable. In this evaluation, the values of other variables stay constant.