Before revision:  In addition, we also characterize the unstable mode of the system of interest by deriving analytical expressions for the statistics of the components of the right and left eigenvectors associated with the leading eigenvalue.
After revision:  In addition, in the unstable regime we characterize the components of the right and left eigenvectors associated with the leading eigenvalue.