Check if you have this definition enabled in your wp-config.php, or maybe you enabled it from wp-admin > Super Speedy Search > Advanced:

define( ‘SSS_HIDE_AJAX_ON_SCROLL’, true );

The above defaults to false, but if you have overridden it that would explain the difference.