Equilibrium point

Eigenvalue

Case

Sign of the eigenvalue

Nature of the point

-

Eigenvalues and are real but opposite in sign

Unstable

Case I

is negative while is zero.

Stable

Case II

Both the eigenvalues and are negative

Stable

Case III

is negative while is positive

Unstable