W.Quapp, O.Imig, D.Heidrich: in: The Reaction Path in Chemistry, (Ed.: D.Heidrich), Kluwer Academic Press, Dordrecht, 1995, p.137-160. "Gradient extremals and their relation to the minimum energy path" The problem of defining (and tracing) a chemically meaningful reaction path (RP) of potential energy surfaces (PES) is reinvestigated in the light of the so called gradient extremal (GE). GE of n-dimensional hypersurfaces, E=E(x^1,...,x^n), are curves defined by the condition that the gradient, nabla E, is an eigenvector of the Hessian matrix, nabla nabla E. The relationship between the conventional steepest descent path (SDP) and GE is discussed using the curvature of SDP. A classification of the solutions of the gradient extremal equation is given for the two-dimensional case. GE following is considered as a tool to detect the true valley paths explained by instructive model surfaces. Singular points on the PES, where valleys or ridges emerge, dissipate, or bifurcate, are included in the analysis. To the end, a discussion is given to a third, new possibility to describe a true valley floor line by pure curvature extrema of the level lines.