We study the structure of circum-Euclidean distance matrices, those Eu
clidean distance matrices generated by points lying on a hypersphere.
We show, for example, that such Euclidean distance matrices are charac
terized as having constant row sums and they constitute the interior o
f the cone of all Euclidean distance matrices. Also, we provide a form
ula for computing the radius of a representing configuration in the sm
allest embedding dimension r and show that rk D = r + 1. Finally we ob
tain a geometric characterization of the faces of this cone. Given a c
onfiguration of points and its Euclidean distance matrix D, any matrix
in the minimal face containing D comes from a configuration that is a
linear perturbation of the points that generate D.