A pedagogical calculation based on the thermal‐equilibrium guiding‐center plasma model is used to illustrate deep consistency relations that the nonlinear dielectric response must obey. It is shown that these are satisfied by both the direct‐interaction approximation and a related Markovian statistical closure.