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