To give a geometrical interpretation of a vector one can associate a vector with two points in space $(A,B)$. Any vector can be thought of as an equivalence class of pairs of points.
Like wise a symmetric 2-tensor can be thought of in terms of a D-simplex in D dimensions. Which is given by D+1 points.
Is there any geometrical interpretation of a spinor in terms of geometrical objects in D dimensional space?
I'm guessing not since D dimensional space as we know it has symmetry group O(D) which can't incorporate spinors.
The only way I can sort of visualise a spinor space, is to think of an white object with black dots, and when you rotate it in your hand 360 degrees the black dots have changed white and vice versa.
Edit: Well I just realised that one could use twistor space, in which case you do have a representation but that exists in 8 dimensions (or 4 complex dimensions).