The realtor’s saccharine smile felt like a physical blow. He’d gushed about the history, the charm, the ‘bones’ of the house. Now, standing on the newly-stained porch, a chill colder than the autumn air snaked down Eleanor’s spine. The previous owner, murdered. Right here. Inside these walls. She’d spent weeks agonizing over the kitchen tiles; now, her mind replayed the screams, the struggle. The desire to make *them* feel, even a fraction, of the horror that had been inflicted here, blossomed in her chest.

She marched inside, her hands clenched. Dust motes danced in the late afternoon sunbeams, illuminating the pristine floors. *Pristine*. She grabbed a hammer from the utility closet. The first blow to the newly installed, expensive, perfectly aligned kitchen counter was a release. The sound, the splintering wood, the yielding granite – it was all a symphony of satisfying destruction.

The realtor would be furious. Good.

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