The coffee tasted like battery acid, but Leo didn't bother to complain. He just wanted to get through the day. He saw Emily walking toward him, and his heart sank. He needed to avoid her.

"Leo, didn't you say you went to Camp Firefly?" Her voice was bubbly, way too cheerful for 8 am. He hated it. He hated her.

He kept his gaze fixed on the coffee machine, pretending to be preoccupied. "Yeah," he muttered, avoiding eye contact.

"I went there too! I was in the arts and crafts cabin, remember the tie-dye shirts?" She got closer, her smile unwavering. He could feel the pressure building in his chest, making it hard to breathe. "That was so much fun." He wanted to scream.

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