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