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