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