One vertex per element, one color per generator, with an edge from x to x·s.
(5,6,8,10)(7,11,12,9)(13,14,17,20)(15,24,16,27)(18,32,30,43)(19,36,31,23)(21,28,37,25)(22,40,38,35)(26,44,29,41)(33,42,34,39)(1,2)(3,4)(5,7,8,12)(6,9,10,11)(14,20)(21,37)(22,38)(23,36)(24,27)(32,43)(39,42)(41,44)(2,4)(13,15,17,16)(14,21,20,37)(18,33,30,34)(19,29,31,26)(22,41,38,44)(23,42,36,39)(24,43,27,32)(25,40,28,35)(6,10)(7,12)(13,16,17,15)(14,21,20,37)(18,34,30,33)(19,26,31,29)(22,41,38,44)(23,42,36,39)(24,43,27,32)(25,35,28,40)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.