If you are curious, just measure your tongue weight at a few heights.
Did that last year (was just curious)... Each thickness of 2x4 (roughly 1.5") changed the tongue weight by about 50-60lbs on our fully loaded 19. Don't recall what the actual tongue weight was, though...
Note that this is on a tandem trailer. I would guess the change would be very much less significant on a single-axle trailer.