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