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