Yes, as ghdprentice said, it does matter. With tube noise you don’t hear many details in recordings, you may not even know they could be there until you upgrade to higher resolution very low noise tubes.
I only tried a few vintage tubes. I tried 12AX7 Brimar military from 1970s, I think. 12AU7 Brimar may or may not sound similar, probably depending on when it was made. Usually, but not always, the older the better. I didn’t like those Brimar but they were very quiet and clear, problem was recessed midrange. I use Sylvania long black plates 12AU7 from 1950s in driver stage of power amplifier, which of course is not the same as in line amplifier where quiet tubes are even more important. So I can’t say how they would perform in your preamp. The same with RCA black plates from 1950s, very quiet in my VAC integrated.
I think, you could talk to Brent Jesse, Audiotubes, perhaps he has exactly what you are looking for. Maybe Mullard long plates from 1950s or Amperex or GE military.
He is a fan of Telefunken tubes, generally speaking, so maybe them too.

