Mass-spring-damper — predict, then check
The archetype two-state system: ẍ = −k·x − c·ẋ (m = 1), the same skeleton the aircraft's short period wears. Its matrix promises the eigenvalue pair λ = −c/2 ± i·√(k − c²/4) — a decay rate σ and a rotation rate ω, computed before anything moves. Tune k and c and watch the pair move on the s-plane; poke the mass (button, or drag it sideways and let go) and check the promise against the simulation. Then be honest with it: switch on the cubic spring ε (a Duffing term the matrix cannot see), add quadratic damping c₂, or crank the poke to a large amplitude — and watch the measured period and decay walk away from the prediction.