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