“Again!” she whispered. Sarah, usually composed, felt a flush creep up her neck. The rhythmic pounding had started just as she settled in with her book and a cup of tea. Now the tea was cold, and her calm was shattered.

She gripped her hands so tightly her nails bit into her palms. She needed control. She marched towards the front door, the click of the lock echoing in the quiet. She knew the apartment.

She did not bother with formalities. Her voice, usually soft, cracked as she spoke, “This is the third time this week. Turn the music down, or I will call the police.” She stood there, watching.

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