That C2 is probably very annoyed!
It went from being the prettiest gal in the room to the worst looking franken-weenie
.
Anyway, sorry to have caused confusion, my point on the runtime was that these Malkoff drop-ins are single, regulated output, but when you go to low voltages their behavior changes and adding a cell may get them to run at higher lumen outputs which can of course use them up faster.
Remember, they were created to run using typically 2x3 volt primary cells, or 1xLi-Ion cell, or 3x3 volt primary cells and 2xLi-Ion cells.
When we run them at 2xAA or 3xAA we change their behavior, they go to lower lumen outputs which can step up or down depending on how many (and even which types of) AA cells we use.
In fact that's why many of us like these drop-ins so much, because they have these different kinds of behaviors.
And on top of everything else, at some point (for some types of cells, they even do this from the start) they go into direct drive (where the lumen output can drop continuously over time from some initial point, which itself is variable).
Since I don't know the behavior when using 4xAA, I merely speculated that it is not sure that runtime would increase going from 3xAA to 4xAA (and in fact this could even be different for different types of AA's!).
Woods Walker has it completely right, we'll know only after someone actually goes ahead and does a real life test!