But when there is more than one dimension, things get more complicated. It is generally not true that if you have a set of functions Fi({x}), that they can all be derived by differentiating a single function V({x}). It would be a brand-new principle if we asserted that the components of force can be described as (partial) derivatives of a single potential energy function.