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