The text message was the final straw. "Hey, saw your post about the upcoming chemistry test. Let me know if you need any help!" It was from Mr. Evans, her chemistry teacher. A shiver ran down Clara's spine. It was a clear boundary breach.

She threw her phone onto her bed, the action a violent gesture. He knew she was struggling with organic chemistry. He knew her grades weren't good. Now he was inserting himself into her online presence, offering a supposed helping hand.

She ripped open her textbook, the pages tearing slightly in her haste. The equations swam before her eyes. Every formula, every chemical bond, seemed to mock her. The air in her room grew heavy, each breath a struggle. She wanted to scream.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296