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