The fluorescent lights of the office hummed, a sound that grated on Amelia’s nerves today. She slammed the stapler onto her desk, the sharp crack echoing in the otherwise quiet room. Across the aisle, Daniel was humming. She knew it was deliberate, a way to try to get under her skin. She had to remind herself to breathe, slow and steady.

"So," Daniel began, his voice syrupy sweet, "that summer camp, Camp Willow Creek, I used to go there. Did you ever?"

Amelia swiveled in her chair, a forced smile plastered on her face. "Don't think so," she replied, her voice clipped. "Why?"

"Oh, just a thought. Small world, right?" He leaned back in his chair, a smug look spreading across his face. Her stomach twisted. He knew she had gone to Camp Willow Creek. They had to have. He was doing this on purpose.

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