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