He slammed the front door, the force of it rattling the picture frames on the wall. Inside, her sister, Sarah, was already kneeling on the living room floor, surrounded by candles and strange symbols. The air was thick with the scent of incense, a cloying perfume that made his head ache. He felt his hands clench into fists, a familiar sensation that tightened his muscles.

"What in God's name is this?" he spat, his voice rough. Sarah looked up, her expression serene, a tranquility that only stoked his ire. He wanted to shout, to tear down the carefully constructed display, to unravel the peace she'd so carelessly acquired. He paced the room, his frustration mounting with each circuit. He hated the calmness she had found, hated the way she looked at him.

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