The lawyer had warned her. "Emotional distress," she'd said. But Emily had ignored it, determined to face whatever awaited her. Now, standing in her deceased grandmother’s cluttered apartment, she regretted her stubbornness.

She unfolded the letter, her hands trembling. It was terse, abrupt, a formal announcement of departure. He’d left, abandoned them all. How could he?

She threw the letter across the room, it fluttering onto the floor. The world felt tilted, off-kilter. Her breath caught in her throat. She felt a burning need to lash out, to punish someone for this deception.

The apartment, once a place of comfort, now felt like a cage.

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