  The \emph{packing chromatic number $\chi_\rho (G)$} of a graph $G$ is the
smallest integer $k$ for which there exists a vertex coloring $\Gamma:
V(G)\rightarrow \{1,2,\dots , k\}$ such that any two vertices of color $i$ are
at distance at least $i + 1$. For $g\in \{6,8,12\}$, $(q+1,g)$-Moore graphs are
$(q+1)$-regular graphs with girth $g$ which are the incidence graphs of a
symmetric generalized $g/2$-gons of order $q$. In this paper we study the
packing chromatic number of a $(q+1,g)$-Moore graph $G$. For $g=6$ we present
the exact value of $\chi_\rho (G)$. For $g=8$, we determine $\chi_\rho (G)$ in
terms of the intersection of certain structures in generalized quadrangles. For
$g=12$, we present lower and upper bounds for this invariant when $q\ge 9$ an
odd prime power.
