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