Phase-space and quasiprobability methods play key roles across quantum technologies, characterizing localization, non-Gaussianity, nonclassical resources, and coarse-graining. We present a representation-consistent analysis of the lowest quasi-exact ground state of the symmetric double-Morse oscillator. The parameter changes the potential geometry and physical state, whereas the Cahill–Glauber ordering parameter changes only the representation and phase-space resolution of a fixed density operator. Although the potential is double-welled for , the exact ground-state amplitude is single-peaked at the origin and lies above the internal barrier; as approaches unity, the merged well remains locally quartic rather than harmonic. We obtain closed expressions for the Wigner function and Weyl characteristic function. The Wigner function shows the -dependent exchange between position and momentum localization and retains negative regions, certifying nonclassicality and, for this pure state, non-Gaussianity. The Weyl function gives the Fourier-dual description, generates symmetrically ordered moments and cumulants, and yields the full -ordered hierarchy. For , isotropic Gaussian smoothing suppresses fine sign-changing structure while preserving the large-scale localization envelope. The Husimi endpoint is nonnegative without implying classicality, whereas the Glauber–Sudarshan representation remains distributional and does not define a regular positive coherent-state mixture. Thus, the reduced visual extent of Wigner-negative regions as increases is not classicalization: controls the physical geometry, while controls how the same non-Gaussian, nonclassical structure appears across complementary representations. This separation provides an exact benchmark for nonlinear phase-space methods. theory.

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