Let $G$ be a compact Lie group with complexification $G^c$, and consider a principal $G^c$-bundle $P^c \to M$ together with a reduction $P \subseteq P^c$ to $G$. Assume that $M$ is a Riemann surface. Then every connection on $P$ gives a unique holomorphic structure on $P^c$, and accordingly we get a natural action of the gauge group $Gau(P^c) = \Gamma(P^c \times_{G^c} G^c)$ on the space $C(P)$ of connections of $P$. One may think of $Gau(P^c)$ as the complexification of the gauge group $Gau(P)$ of $P$.
Question: Is there a relation between the stabilizer $Gau(P^c)_A$ and the stabilizer $Gau(P)_A$ of a Yang-Mills connection $A$ on $P$? At least on the level of their Lie algebras?
Background: According to Atiyah-Bott, the Yang-Mills functional can be viewed as the momentum map squared of the $Gau(P)$-action on $C(P)$ with respect to a natural symplectic structure. On the other hand, in Hessians of the Calabi Functional and the Norm Function it was shown that the Hessian of the momentum map squared yields a pair of commuting operators on the complexified Lie algebra. These operators then give a relation between the stabilizers of the complexified action and the original action. Applying this to the above Yang-Mills setting yields the following conjecture: For a Yang-Mills connection $A$, the Lie algebra $gau(P^c)_A$ of $Gau(P^c)_A$ decomposes as $$ gau(P^c)_A = \bigoplus_{\lambda > 0} E_\lambda \, \, \oplus (gau(P)_A)^{c}, $$ where $E_\lambda$ are $\lambda$-eigenspaces of $2 i [\star F_A, \cdot]$ and $(gau(P)_A)^{c}$ is the complexification of the Lie algebra of the stabilizer $Gau(P)_A$.