A contour connects inputs that produce exactly the same output height.
For x²+2y²=c, positive c gives an ellipse, c=0 a singleton, and negative c no real points. For x²−y²=c, nonzero levels are hyperbolas; the zero level is the pair y=±x. These exact equations explain each horizontal slice.
A level set need not be one smooth closed curve.