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)(15,20,26,37)(16,27,30,39)(17,22,18,32)(21,33,40,29)(24,41,28,44)(25,35,31,36)(34,42,38,43)(1,2,3,4)(5,6)(7,10)(8,9)(11,12)(13,15)(14,20)(16,28)(17,31)(18,25)(19,26)(21,38)(22,36)(23,37)(24,30)(27,44)(29,42)(32,35)(33,43)(34,40)(39,41)(6,9)(10,12)(13,16,19,30)(14,21,23,40)(15,24,26,28)(17,29,18,33)(20,34,37,38)(22,39,32,27)(25,42,31,43)(35,41,36,44)(6,9)(10,12)(13,17,19,18)(14,22,23,32)(15,25,26,31)(16,29,30,33)(20,35,37,36)(21,39,40,27)(24,42,28,43)(34,41,38,44)(5,7,8,11)(6,10,9,12)(14,23)(15,26)(21,40)(22,32)(24,28)(25,31)(27,39)(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.