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