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