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