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