One vertex per element, one color per generator, with an edge from x to x·s.
(9,10,14,16)(11,12,15,13)(17,18,21,23)(19,27,30,32)(20,25,22,26)(24,29,31,28)(1,2)(3,7)(4,6)(5,8)(9,11,14,15)(10,13,16,12)(18,23)(24,31)(25,26)(27,32)(1,3)(2,5)(4,8)(6,7)(9,10)(11,12)(13,15)(14,16)(17,19,21,30)(18,24,23,31)(20,28,22,29)(25,32,26,27)(2,6)(3,8)(9,12,14,13)(10,15,16,11)(17,20,21,22)(18,25,23,26)(19,28,30,29)(24,32,31,27)(2,6)(5,7)(9,13,14,12)(10,15,16,11)(17,20,21,22)(18,26,23,25)(19,29,30,28)(24,32,31,27)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.