Choose a uniform lower bound for the Hessian matrix of the confinement potential, so for every . A sufficient condition is
Indeed, convexity of gives the confinement energy inequality from part (b), now with possibly negative. Adding it to the equal-mean interaction energy inequality from part (d) gives
This proves positive displacement convexity on every class with fixed barycenter. In particular, if with , the sufficient condition is and one may take . Wherever classical second derivatives exist, the equivalent differential calculation is ; the integrated proof also covers the printed growth assumptions.

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