Relying on the interaction between elastic and electronic degrees of freedom, simple models have been proposed in the literature to provide a physical mechanism for describing the buckling phenomenon observed in heated graphene sheets. Nevertheless, such previous models are not fully consistent with the classical theory of elasticity, since they present unphysical symmetry breaking. Herein, we develop and analyse an alternative classical spin-elastic model that mends the flaws present in the aforementioned models. We describe the emergence of different mechanical phases in our system, as well as their thermodynamic stability. The main role is played by the system curvature, which is computed both analytically and numerically for the one and two-dimensional cases. In the latter, the focus is put on the honeycomb lattice, which is representative of actual graphene.