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