Let $Δ\ge 3$ be fixed, $n \ge n_Δ$ be a large integer. It is a classical result that $Δ$--regular expanders on $n$ vertices are not embeddable as geometric (distance) graphs into Euclidean space of dimension less than $c \log n$, for some universal constant $c$. We show that for typical $Δ$-regular graphs, this obstruction is universal with respect to the choice of norm. More precisely, for a uniform random $Δ$-regular graph $G$ on $n$ vertices, it holds with high probability: there is no normed space of dimension less than $c\log n$ which admits a geometric graph isomorphic to $G$. The proof is based on a seeded multiscale $\varepsilon$--net argument.