The wedge a ∧ b is the oriented parallelogram the two vectors already span.
The Hodge star, using the metric and a choice of orientation, sends that plane element to the unique line standing perpendicular to it.
Only in three dimensions does the dual of a bivector become another vector; in every other dimension the same operation yields a complementary multivector.
The ordinary cross product is therefore a three-dimensional accident that Grassmann’s exterior algebra of 1844 already contained and that Gibbs later isolated.