  It is proved that if a bounded domain in three dimensions satisfies a certain
concavity condition, then the Neumann-Poincar\'e operator on the boundary of
the domain or its inversion in a sphere has at least one negative eigenvalue.
The concavity condition is quite simple, and is satisfied if there is a point
on the boundary at which the Gaussian curvature is negative.
