One vertex per element, one color per generator, with an edge from x to x·s.
(2,4)(5,6)(7,10)(8,12)(9,11)(13,14,16,18)(15,17,19,20)(21,22,26,27)(23,24,29,28)(25,33,36,30)(31,35,34,32)(5,7,9,12)(6,10,11,8)(15,19)(17,20)(22,27)(23,29)(30,33)(31,34)(5,7)(6,8)(9,12)(10,11)(13,15,16,19)(14,17,18,20)(21,23,26,29)(22,28,27,24)(25,34,36,31)(30,32,33,35)(1,2)(3,4)(5,7)(6,8)(9,12)(10,11)(13,14)(15,17)(16,18)(19,20)(21,24,26,28)(22,29,27,23)(25,35,36,32)(30,31,33,34)(5,8)(6,7)(9,10)(11,12)(21,25,26,36)(22,30,27,33)(23,31,29,34)(24,32,28,35)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.