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