From the perspective of higher dimensional black holes in general
relativity, we consider the role of the real Riemannian geometry and
describe the (in)stabilities for statistical fluctuations of background
black holes in arbitrary SU(N) gauge theories. For a given ensemble of
non-abelian gauge theory vacuum extremal black holes carrying a nonzero
pair of gauge charge and cosmological constant, we study the Gaussian
fluctuations over an equilibrium ensemble and determine the criteria for
the well-defined, non-degenerate, curved and regular state-space and
chemical surfaces. From the notion of the fluctuation theory, we show
for the extremal black hole ensembles that the global stability and
phase transition curves algebraically reduce to a set of finite
polynomials, as the function of the charge. The present research offers
gauge/ gravity perspective for the thermodynamic geometries of the
background black holes. The perspective study includes distribution
theory, local and global stability domains for colored (non)extremal
black holes, higher form gauge theories, (non)static (non)abelian black
holes in (gauged) supergravities and their embeddings in string theories
and M-theory.