Before revision: Consider the following simplex of points in two dimensions: It can be verified that the above set of points has mean and covariance (the identity matrix).
After revision: Consider the vertices of an equilateral triangle centered on origin in two dimensions: It can be verified that the above set of points has mean and covariance (the identity matrix).