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