I know that spin gets a proper and complete definition in Quantum Field Theory, when we account for relativity in our quantum theory. This question is not about this.
I am instead interested in understanding how spin is defined in non relativistic quantum mechanics, assuming we know nothing about Dirac's equation and such.
Regarding this question I know that in "vanilla" QM spin is somewhat introduced by force, but I don't exactly know what this means: is spin introduced in the theory only on the base of experimental evidence, such as Stern-Gerlach experiment? Or maybe there is some other experimental evidence? Or other reasons to introduce it?
Anyway then, by some reasoning, we determine that it is a good idea to introduce spin, as an intrinsic property of particles, and to postulate that it has the algebric structure of angular momentum. This pratically means that the following is postulated to be true:
$$[S_i,S_j]=i\hbar \varepsilon _{ijk}S_k \tag{1}$$ $$[S^2,S_i]=0 \tag{2}$$
this should be it. No other postulate. But then something strange is stated, and it is stated not as a postulate but somehow as a consequence of what we have said so far:
Particles with spin 1/2 are associated with angular momentum in two dimensions and particle with spin 1 are associated with angular momentum in three dimensions.
Why? What does this mean exactly?
But the strangeness is not over. Then we are somehow able to show that spin $1/2$ particles have spin operators represented by Pauli Matricies:
$$S_i=\frac{\hbar}{2}\sigma _i$$
and we are also able to show that spin $1$ particles have spin operators represented by another set of matricies, these matricies as far as I know don't have a name, but they are 3x3, in accordance with what we have stated in the citation.
Is all this simply postulated? Or it is derived from (1),(2) as I understood? And if it is indeed derived from (1),(2): how exactly is it derived? How can we find out that the spin is represented by these matricies in particular? And also why spin $1/2$ is in 2D and spin $1$ is in 3D?
This bit in particular seems really strange also because in the case of spin $1/2$ spin can be measured either up or down so I can kinda understand why it is in 2D, but what about spin $1$ particles?