The new project manager, Mark, was annoyingly enthusiastic. He was already trying to reorganize the entire department, and everyone seemed to be eating it up.

"I learned so much about problem-solving at Camp Clearwater!" Mark said in a meeting, his voice brimming with false optimism. "We had to build a raft, remember?"

Sarah, who was sitting across the table, felt a knot of pressure behind her eyes. Clearwater. The raft had been a disaster for her, and she felt like a failure at everything she did that summer.

“Yes,” she said, her voice tight, “I remember.” She focused on her notes, her pen scratching against the paper. She didn't want to engage, and she certainly didn't want to reminisce.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262