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