The quaternion/octonion extend the complex numbers, which extend the real numbers. So we go:
- 1-tuple: Real numbers.
- 2-tuple: Complex numbers.
- 4-tuple: Quaternions.
- 8-tuple: Octonions.
The Wikipedia link describes this doubling process:
In mathematics, the Cayley–Dickson construction, named after Arthur Cayley and Leonard Eugene Dickson, produces a sequence of algebras over the field of real numbers, each with twice the dimension of the previous one.
But if these are just vectors in the end, I wonder if there are vectors in the odd dimensions like 3, 5, etc., or other non-power-of-two dimensions like 10, 12, etc.. This way there would be a potentially more general construction describing the vector, and the power-of-two case would be a special case, sort of thing.
The Frobenius theorem says that the only finite-dimensional associative division algebras over $\mathbb R$ are exactly $\mathbb R$, $\mathbb C$ and $\mathbb H$, up to isomorphism.
The octonions are not on this list, but they are not very well-behaved either; their multiplication is not even associative. And it only gets worse as you move further into the Cayley-Dickson sequence.
(As Fabio Lucchini points out, Hurwitz's theorem states that if you don't require associativity, but still want the algebra to have inverses and a norm that agrees with the multiplication, you get $\mathbb R$, $\mathbb C$, $\mathbb H$, and also $\mathbb O$, but nothing more).
At some point things get so bad that one may wonder if you would not rather consider, for example, $\mathbb R^3$ with the cross product. Or just declare any random bilinear map $V\times V\to V$ to be your multiplication.