Consider a scalar field such as temperature in some region of space. The distribution of temperature may be represented by drawing isothermal surfaces or contours connecting points of identical temperatures,
One can draw such contours for different temperatures. If we are located at a point on one of these contours and move away along any direction other than along the contour, the temperature would change.
The change in temperature as we move away from a point to a point is given by
where the derivatives in the above expression are partial derivatives.