The whole point of how interrupt handling works is that it returns back to the same state of the program already in progress when finished. The abstraction is such that the interrupted program doesn't need to care.

Even in those "old" systems of single address spaces and no protection, you're constantly getting timer interrupts, interrupts for I/O, etc., which your application might not have installed its own handler for.