Define the smooth function
At its derivative is
This linear map is surjective because ; for example, . Hence one is a regular value, and the regular level set theorem makes
an embedded codimension-one submanifold of . Its tangent space is the kernel of the derivative:
This is the unit sphere as a regular level set.
Let be the vector space of real symmetric matrices and consider
At ,
This derivative is surjective: for , choosing gives . Thus is a regular value and the orthogonal group is a submanifold of codimension
The determinant takes only the values on , so the special orthogonal group is an open-and-closed submanifold of . Therefore
The tangent space is the kernel of :
where the Special orthogonal Lie algebra is the vector space of skew-symmetric matrices. This proves the special orthogonal group as a submanifold description.
Choose with . Conjugation by identifies
with
It follows that the unit-vector stabilizer in a special orthogonal group is an embedded submanifold diffeomorphic to , and
At , its tangent space is
For any , both and contain the identity. At the identity,
Identify with the exterior square . The orthogonal complement of is . If and are linearly independent, the nonzero bivector belongs to the orthogonal complements of both tangent spaces. Their sum is therefore a proper subspace of , so the intersection is not transverse. If , then , whose tangent space is proper, so they are again not transverse. Consequently
as summarized by distinct unit-vector stabilizers are not transverse.

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