"2003 Colloquium on Differential Equations and Applications, Maracaibo, Venezuela. Electronic Journal of Differential Equations, Conference 13, 2005, pp. 29-34. Title: Critical points of the steady state of a Fokker-Planck equation Authors: Jorge Guinez (Univ. del Zulia, Maracaibo, Venezuela) Robert Quintero (Univ. del Zulia, Maracaibo, Venezuela) Angel D. Rueda (Univ. del Zulia, Maracaibo, Venezuela) Abstract: In this paper we consider a set of vector fields over the torus for which we can associate a positive function $v_{\epsilon }$ which define for some of them in a solution of the Fokker-Planck equation with $\epsilon $ diffusion: $$ \epsilon \Delta v_{\epsilon }-\mathop{\rm div}(v_{\epsilon }X)=0\,. $$ Within this class of vector fields we prove that $X$ is a gradient vector field if and only if at least one of the critical points of $v_{\epsilon }$ is a stationary point of $X$, for an $\epsilon >0$. In particular we show a vector field which is stable in the sense of Zeeman but structurally unstable in the Andronov-Pontriaguin sense. A generalization of some results to other kind of compact manifolds is made. Published May 30, 2005. Math Subject Classifications: 58J60, 37C20. Key Words: Almost gradient vector fields.