In this short note we uncover the geometry behind the classical result on averaging high-frequency vibrations $ \ddot x + a( \frac{t}{ \varepsilon } ) V ^ \prime (x) = 0. $ It is shown that the classical effective potential of Kapitsa is explained as a centrifugal force(!!) of a point mass constrained to an certain curve determined by $V$.