Whereas complex numbers can be viewed as points in a plane, hypercomplex numbers can be viewed as points in some higher-dimensional Euclidean space (4 dimensions for the quaternions, 8 for the octonions, 16 for the sedenions).
More precisely, they form finite-dimensionalalgebras over the real numbers.
But none of these extensions forms a field, essentially because the
field of complex numbers is algebraically closed - see fundamental theorem of algebra.