The flyer was crumpled in the wastebasket, but the words echoed in her head. She spent the entire day fighting back the urge to lash out. At work, her colleagues' casual chatter grated on her nerves. At the grocery store, she almost knocked over a display of overpriced avocados.

She took a long, hot shower, hoping to wash away the feeling of being trapped. But the water only seemed to amplify her frustration. She pictured the new owners, the sleek designs, the vacant smiles.

Her phone buzzed. A text from her best friend, suggesting dinner. She deleted it, the thought of social interaction exhausting. She wanted to be alone, to brood, to fester in her quiet unhappiness.

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