Precise modulation of polarization vector alignment through chemical synthesis strategies remains challenging for designing high-performance ferroelectric photocatalysts. Herein, the proposed Jahn-Teller distortion-mediated mechanism resolves the polarization disorder by elongating MnO6 octahedra to drive the coordinated displacement of neighboring atoms along a uniform direction without an external electric field. Specifically, the localized charge of Mn is modulated via redistribution with oxygen ligands, thereby achieving an optimal electronic configuration (Mn t2g3eg1) that induces a maximal Jahn-Teller distortion, as confirmed by X-ray absorption and Raman spectroscopies. Notably, atomic pair distribution functions demonstrate that the structural evolution of the Jahn-Teller unit directly propels displacement of Fe and O atoms along the [001̅] crystallographic direction, which intensifies the asymmetric deformation of FeO6 octahedra, forming an oriented polarization. Consequently, the rapid separation of carriers driven by the depolarization electric field motivates the conversion from CO2 to CO with a yield of 30.51 μmol g-1 h-1 under pure water conditions, which is almost five times that of the original BiFeO3. This study proposes an innovative strategy to modulate the polarization vector via Jahn-Teller distortion, offering insights into the development of ferroelectric photocatalysts from the perspective of the electronic structure.