Gradient fields represent a vector field where each vector points in the direction of the greatest rate of increase of a scalar field, with the magnitude of the vector corresponding to the rate of increase. They are crucial in understanding how changes in one variable affect changes in another, often used in physics and engineering to model forces, heat, and fluid flow.