The list crackled in her trembling hand. "Write a novel." Her grandmother, the woman who had always criticized her writing, who had dismissed her dreams. She tossed the paper onto the kitchen table, the surface stained with coffee rings. She then slammed her fist down on the table.

She paced the room, her breath coming in ragged gasps. The audacity of it all. As though she, in her absence, was entitled to… anything.

She grabbed her car keys and stalked out, heading toward the nearest driving range.

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