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