He’d always gotten the girl. Ethan. Even back in high school. He’d charm, and I'd be left picking up the pieces. Today, at Sarah’s wedding, it was no different. He was the best man, dripping charisma, while I, the forgotten friend, stood in the corner, holding a lukewarm drink.

I could feel a burning in my chest. He was up at the podium, telling a story about our 'legendary' prank on Mr. Henderson. The version of events was, predictably, centered around him being the mastermind, the risk-taker. My hands clenched at my sides. He had completely rewritten history, downplaying my crucial role in the operation - the one that got us caught and nearly expelled.

As he finished, the room erupted in laughter. I walked up to the microphone, cleared my throat, and said, "That's a lovely story, Ethan. But perhaps I can add some, shall we say, *historical context*?" I described the actual events, highlighting the truth he had conveniently forgotten. His face turned crimson, a small price to pay for years of being overlooked.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509