Write , where . Because this hyperbolic function has strictly positive derivative , stationary points under an increasing outer function have the same positions and types for and . For ,The first equation requires or . If , the second gives . If , it gives . These are all the nonzero stationary points. At the origin, , so its gradient is ; the origin is not stationary.
At the Hessian matrix of is , and at it is . At and its Hessian matrices are respectively and . ThereforeThe extrema are local: is unbounded above and below on the full plane.
For the level curve geometry, a level is . In particular, the zero level curve is the union of the entire axis and the circle , crossing at the two saddle points. Inside the circle, above the axis and below it; outside, these signs reverse. Levels between and zero have closed loops around the upper minimum as well as unbounded lower-half-plane components. Reflection across the axis reverses the sign and gives the loops about the lower maximum. At the two extremal heights, the corresponding closed loop shrinks to its extremum. These features determine the sketch.
