It appears that "something" is overheating that causes the klystron to lose
power, and this "something" gets warmer with higher power settings. If that
"something" is not a component /intended/ to shut off the unit when it
overheats, you'll probably have a hard time finding it.

Freeze-spray might locate it. Otherwise, I vote for buying a new unit.