Various embodiments of the present disclosure are directed towards a ferroelectric memory device. The ferroelectric memory device includes a pair of source/drain regions disposed in a semiconductor substrate. A gate dielectric is disposed over the semiconductor substrate and between the source/drain regions. A first conductive structure is disposed on the gate dielectric. A ferroelectric structure is disposed on the first conductive structure. A second conductive structure is disposed on the ferroelectric structure, where both the first conductive structure and the second conductive structure have an overall electronegativity that is greater than or equal to an overall electronegativity of the ferroelectric structure.