Abstract A great deal of attention has been paid on layered manganese dioxide (δ−MnO 2 ) as promising cathode candidate for aqueous zinc‐ion battery (ZIB) due to the excellent theoretical capacity, high working voltage and Zn 2+ /H + co‐intercalation mechanism. However, caused by the insertion of Zn 2+ , the strong coulomb interaction and sluggish diffusion kinetics have resulted in significant structure deformation, insufficient cycle stability and limited rate capability. And it is still far from satisfactory to accurately modulate H + intercalation for superior electrochemical kinetics. Herein, the terrace‐shape δ−MnO 2 hybrid superlattice by polyvinylpyrrolidone (PVP) pre‐intercalation (PVP−MnO 2 ) was proposed with the state‐of‐the‐art ZIBs performance. Local atomic structure characterization and theoretical calculations have been pioneering in confirming the hybrid superlattice‐triggered synergy of electron entropy stimulation and selective H + Grotthuss intercalation. Accordingly, PVP−MnO 2 hybrid superlattice exhibits prominent specific capacity (317.2 mAh g −1 at 0.125 A g −1 ), significant rate performance (106.1 mAh g −1 at 12.5 A g −1 ), and remarkable cycle stability at high rate (≈100 % capacity retention after 20,000 cycles at 10 A g −1 ). Therefore, rational design of interlayer configuration paves the pathways to the development of MnO 2 superlattice for advanced Zn−MnO 2 batteries.