Each row of Y corresponds to a context vector of entity pair, and the above process can be considered as transforming the original context vectors in a d-dimensional space to new context vectors in the K-dimensional space.
the rows of Y will cluster upon mutually orthogonal points on the K dimensional sphere,rather than on the coordinate axes.