I suggest that when you lose, in addition to the incorrect guess being highlighted with a red bar, the correct word should be highlighted with a green bar.

Psychologically I find myself wanting to see which word I missed, much in the same way that I involuntarily want to look back at the crack in the sidewalk I tripped over.