Which way up Psu????

What is your computer case? :)
I have the Seasonic G550 power supply and have mine placed upside down with the fan blowing upwards.
I have a Fractal Design Define R4 Case.

Usually it's best to have the fan on the power supply to blow upwards or sideways.