Why do number systems always have a number of dimensions which is a power of $2$?
- Real numbers: $2^0 = 1$ dimension.
- Complex numbers: $2^1 = 2$ dimensions.
- Quaternions: $2^2 = 4$ dimensions.
- Octonions: $2^3 = 8$ dimensions.
- Sedenions: $2^4 = 16$ dimensions.
The particular family of algebras you are talking about has dimension over $\Bbb R$ a power of $2$ by construction: the Cayley-Dickson construction to be precise.