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