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