Token graphs, or symmetric powers of graphs, see \cite{alavi2002survey} and \cite{Fabila-Monroy2012}, are defined on the $k$-combinations of the vertex set of some graph $L$, where edges exist between two such combinations, if their symmetric difference corresponds to an edge in the underlying graph $L$. It has been noted, for example in \cite{AUDENAERT200774}, that these graphs constitute an inherent correspondence between the relationships between random walks and graph invariants, and particle systems and higher order graph properties, employing in particular the structure of vertex induced sub-graphs. In this work, we contribute to this perspective, by giving a synthetic perspective on the vertex connectivity of token graphs, which equals its minimal degree, as well as on their diameter, if the underlying graph $L$ has diameter $2$. Some combinatorial results on the clique-Johnson graph link between $L$ and its token graph are proven as well.