"The university is closing." The words echoed in Olivia's mind. Her world, meticulously constructed, was imploding. All the years she had dedicated to studying, the long nights, all wasted.

The university’s pristine art gallery, filled with priceless pieces? It was her target. She knew the layout, the security protocols, every blind spot. She began to assemble an elaborate plan.

The next morning, the gallery doors were open. Several pieces, though still present, had been subtly altered – defaced in ways that spoke volumes about the university’s failures and its hypocrisy. The alterations were subtle, but the message was clear. It was a new kind of art exhibit.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442