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