If you will excuse me substituting a polyhedron for the Riemannian manifold
(imagine rounding the vertices),
this figure shows how the cut locus (red) from source $x$ is a tree.
(The green arcs are equidistant from $x$.)
<br />&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;![2x1x1Box][1]
<br />&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<sub>(Figure from [Discrete and Computational Geometry][2])</sub>
<br />

Concerning, "What are the edges?": They are geodesics, such that there are two
distinct shortest paths from $x$ to every interior point of an edge of the cut locus.
Points of the cut locus of degree $k$ have $k$ distinct shortest paths from $x$.


  [1]: https://i.sstatic.net/2RDoQ.png
  [2]: http://cs.smith.edu/~jorourke/DCG/