Intercalation-type layered oxides have been widely explored as cathode materials for aqueous zinc-ion batteries (ZIBs). Although high-rate capability has been achieved based on the pillar effect of various intercalants for widening interlayer space, an in-depth understanding of atomic orbital variations induced by intercalants is still unknown. Herein, we design an NH
4
+
-intercalated vanadium oxide (NH
4
+
-V
2
O
5
) for high-rate ZIBs, together with deeply investigating the role of the intercalant in terms of atomic orbital. Besides extended layer spacing, our X-ray spectroscopies reveal that the insertion of NH
4
+
could promote electron transition to 3
d
xy
state of V
t
2
g
orbital in V
2
O
5
, which significantly accelerates the electron transfer and Zn-ion migration, further verified by DFT calculations. As results, the NH
4
+
-V
2
O
5
electrode delivers a high capacity of 430.0 mA h g
−1
at 0.1 A g
−1
, especially excellent rate capability (101.0 mA h g
−1
at 200 C), enabling fast charging within 18 s. Moreover, the reversible V
t
2
g
orbital and lattice space variation during cycling are found via ex-situ soft X-ray absorption spectrum and in-situ synchrotron radiation X-ray diffraction, respectively. This work provides an insight at orbital level in advanced cathode materials.