A direct determinant computation gives
The zero eigenvalue has algebraic multiplicity two but a one-dimensional eigenspace, so it gives one Jordan block of size two. The other block is . For an explicit Jordan basis, take
These are linearly independent and satisfy , , . Thus
The first summand has the chain and is an indecomposable module; the other is simple.
If , the three eigenvalues are distinct, so a basis of eigenvectors gives
The transformed coordinates then have the displayed exponential form. If , this is a complex eigenbasis; real concentrations are recovered by conjugate-paired coefficients. A real basis instead gives a decaying two-dimensional rotation block with decay rate and angular frequency .
The proposed diagonalization is not valid for every positive choice of rates. For example , gives , , with repeated eigenvalue and only one corresponding eigenvector. More generally the defective repeated eigenvalue in a cyclic conversion model occurs when . A Jordan basis then gives
The extra factor cannot be represented by two independent pure exponential coordinates in a diagonal basis.