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