In general if you have two identical aircraft except for the weight then yes the heavier one will need more power to maintain level flight. In general the same will apply when descending at a constant rate.
.. but that's only in general. You would have to test your particular plane. For example under some flight conditions some gliders have a lower sink rate when carrying ballast - it allows the wing section to operate on a more efficient part of the curve.