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