Here the stationary point is the origin, of value two. The Taylor expansion is
Thus nearby level curves are approximately concentric circles. Globally the level curves above two are closed around the unique minimum, symmetric under interchanging and , but not under changing either coordinate's sign. The faster exponential growth for positive coordinates compresses the curves on their positive sides.
Figure 1.
Exponential level curves and gradient directions for a minimum and a saddle
. Both panels show . Left: has nested level curves around its minimum of value two. Right: has saddle-shaped level curves around value zero. Arrows show normalized gradient directions near the origin. Details.
Now and the origin has stationary value zero. Near it,
The level curves therefore resemble hyperbolas near the saddle point of a scalar function. Along the -axis for , while along the -axis for . The zero level set includes the exact diagonal and another branch crossing it at the origin; this second branch is tangent to but is curved away from the origin. The right panel of the contour figure displays these features.

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