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