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