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