I must say, this is one of the most interesting threads on audio I've ever read.
John, yes, you're right, you must weigh all the options such as load and output levels when measuring amps.
Let me explain why I got the impressions that some Tube amps have a lot more THD than equivalent priced SS amps. Let me use the Jolida 302B integrated EL34 amp as an example: Distortion THD: Less than 1% at 50 W output, 28Hz to 15KHz . Notice how at rated power, they only rate up to 15Khz, and only down to 28hz, beyond those points, THD rises above 1%. Then compare that to a Denon DRA-685 stereo receiver that lists a THD of 20hz to 20khz at 0.5% THD at full power. Now whether they took into account all the important criterias , probably not. Most would prefer the Jolida when doing an A/B listening test. Now a manufacturer may look at these numbers and think its utter B.S. Just calling them like I see them, even if from a flawed viewpoint.
Jerry, as Dan Banquer mentioned, my belief is also that people use tubes to mask other deficiencies. Now Dan has a lot more to back that up than I do, all I can say is thats what I've gathered from my brief experience. In a lot of instances, with Jazz and such, I do prefer tubes, but for other types, SS has better attack and rhythym, and much more detail in the bottom 2 octaves.
Again, this is IMHO, I don't know as much about this as most of you, but this thread is a great way to learn!