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Mathematically, it's fine to say that you've lost the magnitude dimension.

Before normalization, the vector lies in R^n, which is an n-dimensional manifold.

After normalization, the vector lies in the unit sphere in R^n, which is an (n-1)-dimensional manifold.




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