We study an enhanced adjoint action of the general linear group on a product of its
Lie algebra and a vector space consisting of several copies of defining representations
and its duals. We determine regular semisimple orbits (i.e., closed orbits of maximal
dimension) and the structure of enhanced null cone, including its irreducible
components and their dimensions.