It seems that timer interrupts will do what I want.
It also seems like polling is going to more than accurate enough. There is no reason to drag in timers and interrupts and interrupt handlers when a simple watch and some variables is more than adequate.
What I would like from this post is a recommendation of what library to use.
I'd recommend that you forget about timers and libraries, and read up on millis().