The military just needs to say "no." if ordered to do something unconstitutional, it doesn't mean they have to enact a military coup.
Your argument technically would apply to Nazi Germany as well, and I really don't think any of the other countries at the time would've looked down upon the Wehrmacht or Germany if they had refused to follow orders, except for Italy and Japan, they would've been judging' hard.
Straight to jail. Right away.