I've not played the Albin Counter-Gambit since I was a Junior (a very, very long time ago indeed), but the look on an opponent's face when one uncorks the under-promotion on Black's move 7 of this line can be amazing. Squirm how White may thereafter, Black has a whopping great advantage.
The one down-side of this line if playing face-to-face can be difficulty finding an extra Black Knight with which to under-promote.
My Favorite Chess Trap That Wins Every Time:
I keep catching people with the Fishing Pole Trap in the Berlin Defense:
e5 2.Nf3 Nc6 3.Bb5 Nf6 4.O-O Ng4!?
They fall for h3...h5 and then wham — knight sac, open file, and game over.
Anyone else have a go-to trap you love pulling off?