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