As it turns out, all I needed to do was add the following to the function.php of my genesis child-theme.
add_action('init' , 'wpec_genesis_add_layout_support');
function wpec_genesis_add_layout_support(){
add_post_type_support( 'wpsc-product', 'genesis-layouts' );
}