To start, consider not thinking in terms of it being a "defense" company.
> If you were chosen to be on the Manhatten project and opted not to join, the bombs still would have been made. People still would have died. YOU are not integral to anything that happens afterward. If the government wants something, they will get it with or without you.
Oh wow, no one has ever heard / refuted that totally novel argument before!