And I feel like some of us did answer your question. At least I thought so. And I think maybe the answer is, it all depends.
As mentioned, some forms of very emotionally charged music, especially raw, simple, even primitive music do not require high end specs to move me.
There are certain symphonies that move me emotionally regardless of the system they are played on, but they do have more impact when played via a hi-fi system that fills the room with volume and richness. Likewise with an album like The Wall.
I think it is also important to remember that we can physically feel music aside from with our ears. This is in part a product of volume. That level of volume from a low-fi system can be distracting and unpleasant.
But, specifically to your question: As a long time music lover but a new audiophile, I couldn't care less about specs. Heck, I don't understand most of them. If the music moves me it moves me.