Steepest ascent vector ∇f, orthogonal level curves, and local linearization
Notice how the gradient vector ∇f points directly uphill in the direction of greatest slope, while remaining strictly perpendicular to the level contour lines.
The directional derivative D_u f = ∇f · u reaches its maximum value |∇f| when unit vector u points in the exact direction of ∇f (cos θ = 1). Conversely, moving along a contour line has zero change (∇f · u = 0), proving ∇f is orthogonal to level curves.