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