The air conditioning in the office hummed a low, irritating tune. Liam felt his hands clench as Chloe walked by. He knew she knew.

“Camp Timberline?” Chloe began. She was trying to be friendly, but he was not having it.

"Yeah," he snapped, the word sharp. He knew she wanted to talk about it. He knew she was going to bring up that damn canoeing incident.

“Wow, small world,” she continued, oblivious. “I spent a lot of time there.” He looked away, focusing on his monitor. He wanted to scream at her to go away.

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