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