Owing
to a high electromagnetic confinement and a strong photonic
density of states, hyperbolic surface plasmon polaritons (HSPPs) provide
a fascinating promise for applications in thermal photonics. In this
work, we theoretically predict a possibility for the improvement of
the near-field radiative heat transfer on the basis of tailoring the
electromagnetic state of hyperbolic metasurfaces by the uniaxial hyperbolic
substrate. By using the photonic tunneling coefficient and the polaritons
dispersion, we present a comprehensive study of the hybrid effect
of the hyperbolic substrate on HSPPs. We find that due to the hybrid
effect of the hyperbolic substrate, the anisotropy surface state of
hyperbolic metasurfaces would undergo significant deformations and
even topological transition. Moreover, we systematically exhibit the
evolution of such hybrid hyperbolic mode with different thicknesses
of the hyperbolic substrate and analyze the thickness effect on radiative
properties of the hybrid system. It is shown that the resulting heat
transfer with the assistance of the hybrid hyperbolic mode by optimizing
the substrate parameters is many times stronger than that of monolayer
hyperbolic metasurface at the same vacuum gap. Taken together, our
results provide a platform to tailor 2D hyperbolic plasmons as a potential
strategy toward passive or active control of the near-field heat transfer,
and the hybrid hyperbolic mode presented here may facilitate the system
design for near-field energy harvesting, thermal imaging, and radiative
cooling applications.