The small, insignificant slip of paper clutched in Lisa’s trembling hand felt like a condemnation. The audacity of it! She reread the details, each word a fresh wound. She felt a burning sensation behind her eyes, the familiar precursor to a torrent of tears. She wouldn’t. Not here. Not now.

Her fingers tightened, crumpling the paper. She crumpled it again and again. The parking regulations, a tangle of bureaucratic nonsense, seemed to mock her. The tow truck company, a faceless entity, had stolen something precious.

She turned and marched toward her house, her back stiff, her shoulders squared. She’d deal with this. She'd plan, organize, and execute. She'd get her revenge.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273