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