> usual dimmer for inductive load
NO!
I did it once. It took weeks for the smoke-stink to fade away.
> variable HV output
I don't think I own a variable supply; certainly not a high voltage variable. When I need a little high voltage, I tap out of another amplifier. When I need a LOT of high voltage, unless I have something very similar to tap from, I don't want an "exact" voltage, I want a voltage which will sag like the real parts I will use. So I buy the real parts.
I don't own a regulated supply. The wall-voltage in my shop varies from 116V to 108V, which does cause a 7% change in voltage and maybe 15% change of power output. Other places around here run up to 124V. So when I was working on the "20 Watt", wall-voltage was 107V (it was a bad month), barely reading 17 Watts, I computed about what it would be with more normal 120V-124V power (like 22W) and was happy. Yes if I did this more often I should get "normal" wall-voltage. In fact I have a booster which will give me 3% 6% 9% step-ups... and I don't bother to use it.
> how to test tubes without a tube tester
Audio amplifier tubes, put them in an audio amplifier.
I have never measured transconductance.
Do you own a light-meter to test light-bulbs and see if a 100W lamp makes a full 1,000 Lumens? They may really give 900 or 1,100 Lumens, and you don't care. They almost never give much more light than rated. What usually happens is they give NO light, and you do not need a meter for that.
OK, a vacuum tube can get "soft", not dead, just weak. This will be obvious if you wire it up with standard bias and load resistors. For 12AX7 with 100K and 1.5K, the plate voltage will be 70% of the supply voltage. You don't need an exact supply voltage, you just observe if it is 65%-75%. You may use different resistors for different tube types, and you may not know what result is "normal" for that type, but if you have several different tubes of equivalent type then you will probably find most in a small zone and "bad" ones obviously "different".
> My Lab isn't very well equipped
Many geeks wind up with more toys than they know what to do with.
More toys does not give more insight.
I use one or maybe two voltmeters for almost everything. When I know the DC is happy and some sound comes out, I may add a signal generator and an oscilloscope. While I have some very fine sig gens, I rarely use more than a couple volts or more than a few frequencies. And my favorite silly-scope is completely un-calibrated and barely gets to 20KHz. I have a fancy-brand decayed-sweep 40MHz 'scope, but it has too many knobs and so many parts that it is often set-wrong or has a bad connection inside.
That's gitar amps and general hi-fi. If an amp is flat at 80Hz and at 160Hz, it is probably fine everywhere in between. Yes, when building narrow-band filters I may need a fine sweep of 119Hz, 120Hz, 121Hz.... but that's unusual. When building a recording limiter I may need 3 or 4 voltmeters (I own about ten) watching different places, to see why the control voltage is not getting through, but that is unusual. Working on transistor amps, I like to have a 20MHz 'scope because they tend to take-off at high radio frequencies; tubes are less likely to do this and when they do, it can be so far past 20MHz that no affordable 'scope could reveal it.