Hi Ade/studiograsshopper,
Thanks for replying. I think you misunderstood. My problem isn’t related to the single-product.php, but to the archive-product.php. I also posted my issue on WooThemes support forum. Here is the reply:
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Hey Remy,
Thank you for contacting WooThemes support. I’m happy to help you with this. Those are the correct hooks.
remove_action( ‘woocommerce_archive_description’, ‘woocommerce_product_archive_description’, 10 );
add_action(‘woocommerce_after_shop_loop’, ‘woocommerce_product_archive_description’, 5);
Just tried on a local install with default Twenty Eleven/Twelve with no issues. It could be a conflict with your 3rd party theme Genesis.
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Maybe you have a solution for this conflict?