We study the geometry, dynamics, and topology of the thickness landscape associated with the geometric return map in the class . For a convex core and an admissible outer domain , the fixed points of the return map coincide with the critical points of the thickness function . At any such critical point , the exact linearization reads where and is positive definite. We show that the self-adjoint preconditioned Hessian admits an exact representation via the shape operators of the core and outer boundaries, implying that curvature modulates the return spectrum while preserving the inertia of . In the strict thickness-ascent regime, every negative eigenvalue of satisfies , yielding the stable/unstable dimension identities for any Morse equilibrium : Since , Morse inequalities act as equilibrium-counting laws for the return dynamics, implying an even number of equilibria. We compute the local fixed-point index , establish the global Euler balance with , and identify this index with the Euler-characteristic jump in the forward-invariant superlevel filtration. Finally, we discuss invariant manifolds, a conditional Morse–Smale structure, geometric examples, and the spectral extension to Morse–Bott manifolds, unifying boundary curvature, thickness geometry, discrete dynamics, and Morse topology.

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