After some tweaking, here is what I came up with:

$(function() {
 $('a.page-numbers').on('keydown', function(e) {
 if (e.which === 32) {
  e.preventDefault();
  $('a.page-numbers')[0].click();
 }
});

Works like a charm, hope this helps anyone else!