Equilibrium point

Eigenvalue

Case

Sign of the eigenvalue

Nature of the point

Case I

is zero and is negative

Stable

Case II

Both and are negative

Stable

Case III

is positive and is negative

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