You can set the full path associated with your root folder to make your rule directory recursive. You can see the path on your cPanel or use the php function getcwd()in run_me_first.php.
In my case, the path would be like this:
php_value auto_append_file "/home/userID/public_html/run_me_first.php"
. ( ), auto_prepend_file.