We study universal features in the shape dependence of entanglement entropyin the vacuum state of a conformal field theory (CFT) on $\mathbb{R}^{1,d-1}$.We consider the entanglement entropy across a deformed planar or sphericalentangling surface in terms of a perturbative expansion in the infinitesimalshape deformation. In particular, we focus on the second order term in thisexpansion, known as the entanglement density. This quantity is known to benon-positive by the strong-subadditivity property. We show from a purely fieldtheory calculation that the non-local part of the entanglement density in anyCFT is universal, and proportional to the coefficient $C_T$ appearing in thetwo-point function of stress tensors in that CFT. As applications of ourresult, we prove the conjectured universality of the corner term coefficient$\frac{\sigma}{C_T}=\frac{\pi^2}{24}$ in $d=3$ CFTs, and the holographic Mezeiformula for entanglement entropy across deformed spheres.