In further research into loss of character, I was shocked to find that in some cases this trait has been associated with mash acidification. I quote (with bolding) and also link to a 1975 source document for this (where it is found on page 68).
***Note that despite this quote referencing wort acidification, the acidification was done at the mash stage (as can be seen in the associated 'Table XI').***
http://onlinelibrary.wiley.com/doi/10.1002/j.2050-0416.1975.tb03663.x/pdf
The point that peaked my interest here being that strike water (mash) acidification is mentioned to improve lautering and stability, but no mention is made for improved flavor, while for at least two test cases specific mention is made of such acidifications detriments to flavor (in the form of 'emptiness' and 'astringency').
I can't speak to that research, but my batches are consistent regardless of whether I'm using acid or not. It's just the yeast esters and phenolics that are absent. Perhaps also less of a mineral roundness that someone else described above. I stick with moderate mineral content though and haven't really experimented above 100 ppm, so I'm not focusing on the last one for the time being.