The 1 foot square HD Antenna, which way will you get better reception lying it down flat or hanging vertically?

After looking at the gain plots of several commercial antennas one would be convinced hanging vertical was the optimum orientation. However, having used antennas, I'll say locate it wherever and orient it in whatever manner that results in the best signal.