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