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