Given real numbers \((x_1,\dots,x_n)\), the permutohedron \(\Pi(x_1,\dots,x_n) \subset \mathbb{R}^n\) is the convex polytope with vertices
\[ v_\sigma = (x_{\sigma(1)},\dots,x_{\sigma(n)}), \] \[ \sigma \in S_n. \]
Two vertices are connected by an edge precisely when they differ by an adjacent transposition. Thus, the 1-skeleton of the permutohedron is the Cayley graph of \(S_n)\) generated by adjacent swaps. This leads to three natural distance notions between vertices \(v_\sigma\) and \(v_\tau\).
(i) Combinatorial distance. The graph distance \(d_{\mathrm{graph}}(\sigma,\tau)\) is the minimal number of adjacent transpositions required to transform \(\sigma\) into \(\tau\). Equivalently,
\[ d_{\mathrm{graph}}(\sigma,\tau) = \operatorname{inv}(\sigma^{-1}\tau), \]
the inversion number of the relative permutation.
(ii) Geometric edge distance. The edge distance \(d_{\mathrm{edge}}(\sigma,\tau)\) is the minimal Euclidean length of a path between \(v_\sigma\) and \(v_\tau\) that uses only edges of the permutohedron. If a path consists of edges \(e_1,\dots,e_k\) with Euclidean lengths \(L(e_i)\), then
\[ d_{\mathrm{edge}}(\sigma,\tau) = \min \sum_{i=1}^k L(e_i). \]
Swapping positions \(i\) and \(i{+}1\) changes two coordinates and produces an edge of length
\[ L = \sqrt{2} \, \lvert x_a - x_b \rvert. \]
Thus the geometry depends on the spread of the values \(x_i\).
(iii) Direct Euclidean distance. The ambient Euclidean distance between vertices is simply
\[ d_{\mathrm{Euclid}}(\sigma,\tau) = \lVert v_\sigma - v_\tau \rVert_2. \]
This is the straight-line chord length inside \(\mathbb{R}^n\), and is always no greater than any path constrained to lie within the permutohedron.
Comment. In the canonical permutohedron \((x_1,\dots,x_n)=(1,2,\dots,n)\), all edge lengths equal \(\sqrt{2}\), so Theorem 1 becomes the identity \[ d_{\mathrm{edge}}(\sigma,\tau) = \sqrt{2}\, d_{\mathrm{graph}}(\sigma,\tau). \] Theorem 2 additionally shows that the straight-line distance \(d_{\mathrm{Euclid}}(\sigma,\tau)\) is strictly smaller except when the vertices lie on a common edge.