For anyone who is interested, here’s the code:
<?php
$container_ids = $displayed_gallery->container_ids;
$gallery_id = $container_ids[0];
$mapper = C_Gallery_Mapper::get_instance();
$gallery = $mapper->find($gallery_id);
$desc = $gallery->galdesc;
echo $desc;
?>