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