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