If the green slopes, or if the hole is cut in a position on the green that slopes, being below the hole with your approach shot or lag putt is the desired position.
Below the hole means that your ball is positioned such that you will be putting uphill to the cup. Uphill putts are generally easier than downhill putts, so below the hole us much preferable to above the hole.

