The sun was relentless as Daniel sat on the park bench, the book a flimsy shield against the glare. The heat was making him irritable, adding to the general feeling.

He was looking for an escape, anything to silence the relentless chatter in his head. Instead, he found a letter, a folded square tucked inside. The paper was crisp, the ink dark and unwavering. *My Dearest…*

His breath hitched. He scanned the lines, a sense of outrage building in his chest. The words, so carelessly offered, spoke of affection, of a tenderness he felt utterly detached from. He felt the blood begin to rush in his ears.

He ripped the letter in half. Then into quarters. Then into smaller and smaller pieces, until the fragments lay scattered on the ground, mingling with the fallen leaves. He stood, shoved the book into his bag, and walked away without looking back.

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