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