The injustice of it all! She’d parked *right there* for years. Now, this! Maria’s shoulders slumped, a weight settling in her gut. She kicked at a pebble, sending it skittering across the cracked pavement. Her vision blurred, and it wasn't just from the glare of the setting sun.

She thought of the mechanic's bill, a mountain of debt already. And now this. The metallic tang of blood filled her mouth, though she hadn't cut herself. She closed her eyes, trying to control the ragged breaths. She needed to calm down.

She wouldn’t scream, wouldn’t yell, wouldn’t cry. But the silence stretched, and the tremor in her hands betrayed her. She wouldn't forget this.

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