It works if you add controls so you can actually play it.
<audio src="http://tekstopia.uio.no/flannor/wp-content/uploads/What-is-happening-here_-2.mp3" controls></audio>
There is a good, clear guide here: https://developer.mozilla.org/en-US/docs/Web/Guide/HTML/Using_HTML5_audio_and_video