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