Spatial localization of quantum states is one of the focal points in condensed matter physics and quantum simulations, as it signatures profound physics such as nontrivial band topology and nonreciprocal non-Hermiticity. Yet, in higher dimensions, characterizing state localization becomes elusive due to the sophisticated interplay between different localization mechanisms and spacial geometries. In this Letter, we unveil an exotic type of localization phenomenon in higher-dimensional non-Hermitian systems, termed anisotropic scaling localization (ASL), where localization lengths follow distinct size-dependent scaling rules in an anisotropic manner. Assisted with both analytical solution and numerical simulation, we find that ASL can emerge from two different mechanisms of effective bulk couplings or one-dimensional junction between different 1D edges, depending on how nonreciprocity is introduced to the system. The competition between ASL states and edge non-Hermitian skin states are further identified by their complex and real eigenenergies, respectively. Our results resolve the subtle coexistence of looplike spectrum and skinlike localization of boundary states in contemporary literature and provide a framework to classify the intricate higher-order non- Hermitian localization regarding their localization profiles.

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• Edge states
• Localization
• Non-Hermitian systems
• Tight-binding model