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