The advanced encryption standard (AES) is widely used and well studied for its efficiency and strong security. This paper presents well-balanced quantum circuit designs for the AES S-box by introducing the composite field \( F((2^4)^2) \) to replace the traditional field \( F(2^8) \) , enabling the inversion to be decomposed into operations over \( F(2^4) \) . This work reduces the quantum resource overhead required for implementing the S-box by decreasing the number of CNOT gates in the matrix multiplication, lowering the depth of T gates in both the inversion circuit and the multiplication circuit. Besides, the width for the S-box quantum circuits is also optimized in the inversion circuit and multiplication circuit. With the nonlinear key schedule, the resulting quantum circuit AES-128 reduces the product of the circuit width and T depth to 102,800, which is the lowest known to date.