Hi all, a plugin that was causing this error for me was WordPress Context.
After I disabled it, WordPress SEO options were back again, and working a charm, as ever (thanks Joost De Vaalk for your excellent plugin).
Disabling the WordPress Context plugin also solved other problems I was experiencing after the update to WP 4.0, like not being able to upload feature images or adding tags to posts.