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