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