Should a Character's Emotions be Written On Their Face?

I thought this article was interesting:

http://writetodone.com/2012/11/02/character-emotion-written-all-over-their-face/ 

What do you think of it? Does it bother you when authors use characters' faces to show their emotions? Do you wish they’d do it more?

Feel free to comment and leave your opinions.