The sphere represents the variance-covariance matrix of y and here is the
reason. The scalar variance-covariance matrix
of y is
invariant to rotations of y and spheres are the geometric object
with the same invariance property.
Rotators preserve angles and distances in our Euclidean space: Given
,

Rotators also leave scalar variance matrices unchanged:
