This paper presents a complete, constructive derivation of the Steane [[7,1,3]] quantum error-correcting code using a unified framework that bridges GF(4) algebra, binary symplectic representation, and stabilizer formalism. We demonstrate how classical coding theory, finite-field arithmetic, and symplectic geometry naturally converge to form a comprehensive foundation for quantum error correction. Starting from the classical Hamming [7,4,3] code, we provide explicit constructions showing: (1) how GF(4) encodes the Pauli group modulo phases, (2) how the symplectic inner product on F2n2 captures commutativity, (3) how syndrome extraction reduces to binary matrix multiplication, and (4) how transversal Clifford gates emerge from symplectic transformations. The step-by-step derivation encompasses stabilizer construction, centralizer analysis, logical operator identification, code distance verification, and fault-tolerant syndrome measurement via flagged circuits. All results are derived using elementary finite-field and binary linear algebra, ensuring the exposition is self-contained and accessible. We further illustrate how this algebraic framework extends naturally to modern quantum LDPC codes. This work serves as both a pedagogical tutorial for students entering quantum error correction and a unified reference for researchers implementing stabilizer codes in practice