Poincare disk model of H²: the entire hyperbolic plane fits inside the unit disk. Geodesics (straight lines in H²) appear as circular arcs perpendicular to the boundary. Trees embed with exponentially less distortion than in Euclidean space — crucial for hierarchical network embedding.