@AbhishekBhatia: It points in the
unique direction in which $f$ increases at the most rapid rate. Of course if the gradient is $0$, we're at a critical point and the function instantaneously doesn't increase at all in any direction. (If your text and instructor don't make this clear, you might watch my
YouTube lecture on this.)