Assuming we have a set of points $X=\{x_1,..,x_n\}$, all in $\mathbb{R}^d$, and construct the [Vietoris-Rips-Complex][1] $V_\epsilon (X)$ for some distance parameter $\epsilon > 0$.
Is it possible to have non-trivial (simplicial) homology groups $H_k(V_\epsilon (X))$ in degree $k\geq d$?

If no, is there a proof? If yes, are there examples, e.g. for $d=2$?


  [1]: https://en.wikipedia.org/wiki/Vietoris%E2%80%93Rips_complex