One vertex per element, one color per generator, with an edge from x to x·s.
(1,2,6,7)(3,5,4,8)(9,10,12,14)(11,13,16,15)(17,18,20,22)(19,23,24,21)(27,31)(30,32)(1,3,6,4)(2,5,7,8)(9,10)(11,13)(12,14)(15,16)(17,18)(19,23)(20,22)(21,24)(26,29)(30,32)(2,7)(3,4)(9,10,12,14)(11,13,16,15)(17,18)(19,21)(20,22)(23,24)(25,26,28,29)(27,30,31,32)(1,4,6,3)(2,5,7,8)(9,10)(11,15)(12,14)(13,16)(17,18)(19,23)(20,22)(21,24)(25,27)(26,30)(28,31)(29,32)(1,5)(2,3)(4,7)(6,8)(9,11,12,16)(10,13,14,15)(17,19,20,24)(18,21,22,23)(25,27)(26,30)(28,31)(29,32)A Cayley diagram is a choice, not a fact about the group. Another drawing of this group — in a book, or on a different generating set — may look nothing like this one.