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