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