尝试从DB获取原始格式：

global $wpdb;
$post_excerpt = $wpdb->get_var(
        $wpdb->prepare(
            "SELECT post_excerpt FROM $wpdb->posts
             WHERE ID = %d
            ",
            $post->ID
        )
    );