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