Grid-forming (GFM) battery energy storage systems (BESSs) offer a promising solution for improving the dynamic performance and robustness of wind power generation systems. Unfortunately, the inherent coupling between active and reactive power in GFM control degrades the system controllability, making accurate power regulation challenging. This paper systematically investigates the power coupling issue of GFM-BESS in wind farm and introduces a power decoupling control strategy based on feedback linearization. First, a power dynamic response model is established to reveal the power coupling phenomenon. Based on this model, a novel power decoupling control strategy is proposed by compensating the voltage vector reference of the GFM, and its physical essence is further visually explained using phasor diagrams. Then, the power performances of the GFM-BESS for wind farm are investigated by a small-signal model with the proposed decoupling controller. Finally, the validity of the proposed scheme is verified through time-domain simulations.