Earth’s solid shell is made of stiff tectonic plates which can break apart to form new weak plate boundaries. We use numerical models of plate extension to investigate how mechanical properties control the concentration of deformation leading to such a boundary as hot mantle rises underneath. We highlight feedbacks, and quantify how and why, under various deformation mechanisms, the plate weakens as temperature and strain rate increase. We compare the model predictions to natural rifting cases.