"Of all the nerve," I muttered, crumpling up the invitation to Ben’s pool party. My intimate gallery opening, celebrating my art, was now overshadowed. The same day, same time.

My stomach churned. He knew how important this was to me. I had poured my heart and soul into this exhibition. He’d probably done it to make me look foolish.

I called the local newspapers. I told them about my show, and I told them how I was expecting a high turnout and even arranged for a celebrity chef to prepare the catering. Ben was going to be surprised.

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