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