A zero-dimensional Earth: CO2 adds a forcing, the planet warms, and every feedback adds or removes energy in response. Their sum decides how much warming the forcing finally causes and how fast.
Orange: all feedbacks. Blue: Planck response only. Dashed: analytic equilibrium. White line: year shown on the globe.
Sweeps the water-vapour feedback and plots the equilibrium warming for 2x CO2. As the feedback factor f approaches 1, sensitivity grows without bound: a small uncertainty in f means a large one in warming.
The science
Forcing. F = 5.35 ln(C/280 ppm) W/m2, so doubling CO2 gives about 3.7 W/m2. Energy balance. Ceff dT/dt = F(t) + λ T, where the net feedback parameter λ = λPlanck + λwv + λlapse + λalbedo + λcloud is negative for a stable climate.
Gain. Without feedbacks the warming is ΔT0 = F/|λP| ≈ 1.2 K for 2x CO2. With the feedback factor f = Σλi/|λP| (all non-Planck terms) each loop adds a fraction f of the previous one, so ΔT = ΔT0 (1 + f + f² + …) = ΔT0/(1 − f) = F/(−λ). If f reaches 1 the linear model has no equilibrium. The warming timescale is τ = Ceff/|λ|.
Simplifications, stated honestly. The default values are typical, rounded central values from published assessments (water vapour about +1.8, lapse rate about -0.5, surface albedo about +0.35, cloud about +0.45, Planck about -3.2 W/m2/K); treat them as illustrative, not as exact measurements. The model is global-mean and linear: no ocean heat uptake beyond one effective heat capacity (real warming is slower and has a long tail), no pattern effects, no state-dependent feedbacks, no tipping points, aerosols or carbon cycle. Uncertainty widths in the Monte Carlo are rough illustrative values with independent Gaussians. The ice caps and glow on the globe are a schematic of the warming number, not a projection.