"Impossible," Eleanor muttered, staring at the typed notice taped to the door. "The Velvet Curtain… closing?" She felt a pressure building in her chest. She knew every single staff member by their first names. This couldn't be true.

She grabbed the door handle and rattled it. Locked. She slammed her fist against the glass, the impact sending a jarring shock through her arm. The perfectly-arranged floral display in the window, usually a source of pleasure, now seemed like a taunt.

The street felt too crowded, yet simultaneously empty. She felt a sudden, urgent need to destroy something.

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