Euclidean vector arithmetic (addition/subtraction) is not closed under a spherical space. For example:
$\mathbb{S}^2=\{v \in{\mathbb{R}^3}|\|v\|=1\}$
We have $(1, 0, 0)\in\mathbb{S}^2$ and $(0, 1, 0)\in\mathbb{S}^2$.
However, $(1, 0, 0)+(0, 1, 0)=(1, 1, 0)\notin\mathbb{S}^2$.
Are there "similar" arithmetic operators that are closed under spherical spaces?
I'm interested in high-dimensional spaces, so an answer for any dimension $n$ would be greatly appreciated.