To ensure the net charge of the molecule aligns with the actual scenario and to improve the physical meaning of charge distribution, we used directed bond states {h T ⃗ p(ij) } to predict the charge transfer between connected atoms. Our molecular processing model is based on directed graphs, eliminating the need for additional operations, and it can predict the charge transfer from one atom to its neighbors.