I'm interested in the affine variety $$ V = \left\{ \, A\in \mathbb R^{d\,\times\, n} \, \middle| \, A\,A^T = I \, \right\} \subseteq \mathbb R^{d\, \times\, n}, $$ where $n\ge d$ and $I$ is the $d\times d$ unit matrix. This is the set of real $d\times n$ matrices with orthonormal rows, so another way to look at this is the configuration space of $d$ orthonormal vectors in $\mathbb R^n$.
For $n=d$ we have $V=\operatorname{O}(n,\mathbb R)$, so $V$ is not irreducible since it splits in two components where $\det(A)=1$ and $\det(A)=-1$, respectively. I'm guessing that this decomposition is already the decomposition of $V$ into irreducible components for $d=n$, but I'm not sure how to show that or where to look for a reference.
For $n>d$ I would guess that $V$ is irreducible, but I don't know how to figure out whether that is true.
I'd appreciate it, if anybody could provide insight or references on this problem.