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)(15,21)(16,18)(17,20)(19,22)(23,28)(24,25)(26,27)(29,30,33,36)(31,34,37,41)(32,39,40,35)(38,44,43,42)(5,6,10,8)(7,11,9,12)(14,16)(15,22)(17,25)(27,28)(31,37)(34,41)(38,43)(42,44)(5,7,10,9)(6,11,8,12)(13,15)(14,19)(16,21)(17,26)(18,22)(20,28)(23,25)(24,27)(29,31)(30,34)(32,38)(33,37)(35,42)(36,41)(39,44)(40,43)(1,2)(3,4)(5,8,10,6)(7,11,9,12)(13,16,18,14)(15,21,22,19)(17,24,25,20)(23,28,26,27)(29,30)(31,34)(32,35)(33,36)(37,41)(38,42)(39,40)(43,44)(5,9,10,7)(6,11,8,12)(13,17)(14,20)(15,23)(16,24)(18,25)(19,27)(21,28)(22,26)(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.