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