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