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