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