Other than the mass it the molecular structure would be the same.
Not how it works... but you have friends who will explain... and why do I know...
This was where the time I spent in my youth came in handy.... The son of a stone mason/brick layer in the steel mills, I am called RegionRat which is a contraction of two concepts. First, I was raised in the Calumet Region, to many an unpleasant place due to the heavy smokestack mills, foundries, refineries, etc., (not to mention the crime). The second concept is Mill Rat, cause I was raised in the labs of the mills and foundries, thus being a RegionRat to all my suburban friends from cleaner places... A good place to be from... LOL
Before I was recruited to do weapon systems development work, I was already an expert in several metals and alloys. Due to the background I had growing up, I was also a chair of many committees and standards bodies including being a branch chairman of ASTM. So I am not pulling your leg or guessing in terms of cartridge brass annealing.
To prove the accuracy of your fire controls and weapons systems, you have a vested interest in accurate ammo during the live fire testing... thus my direct tie to the ammo folks and several tours of duty at many facilities and labs, not to mention the ones I ran.
What you learn if you spend time making metals and alloys, is that the way different metals react to heating and cooling is fascinating. The ability of steels to form fine Martensitic grain structure for example, gives us some amazing hard steel good for things like bearings or gears for example. That crystal grain structure is similar to the visible nature show we see when we watch frost or snow flakes as an example. Their structure depends on the speed we give the water to "stack" among other things. Do things faster or slower and there is a big effect, even when by our view the temperature changes are small.
Alpha phase brass like cartridge brass doesn't harden like steel by being cooled or quenched rapidly. However, the time it takes to form grain structure is directly related to heat flux and temperature, so in fact the mass does affect our outcome. Thick proportions change the equations, just as thin ones do. The biggest differences being in the time it takes the crystal grain structures to jump state.
We soak those pucks and billets in ovens for hours for studying other properties or running QC checks on raw materials. The hardness of those billet samples and the phase boundary diagrams are not to be confused with what happens when we take little "cups" and deep draw them into cartridges in several steps. The work is annealed more than once and in specific ways in order to get the rims, heads, bodies, shoulders, and necks to specific hardness as we go.
Not sure if you have ever had a chance to read this, but it may contain a glimpse into cartridge making. There are some specific words on the differences between annealing cups versus thinner parts starting on about page 18.
https://ia801603.us.archive.org/28/...tion Making-NRA by G. Frost-(1990) _text.pdf
Hope it makes for good nightstand reading.
Cheers, Dino aka: RegionRat