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