The question of the geometric structure of Clifford algebras is studied in Section 3.3 of the book
Research Proposal MATHEMATICAL NOTES ON THE NATURE OF THINGS
Given the widespread use of Clifford algebras in physics, this discussion may be of interest not only to mathematicians.