As it turns out this is quite simple.
I used hook_views_pre_build() to do this:
/**
* Implements hook_views_pre_build ()
*/
function MODULENAME_views_pre_build(&$view) {
if($view->name == "name_of_your_view") {
$view->items_per_page = 30;
}
}