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