The school newsletter lay crumpled in the bin. A sharp inhale, a barely controlled exhale. *Mr. Carter.* He could still picture the man's severe face, the way his voice seemed to carry a constant disapproval. The same man, now, would be teaching his daughter, Olivia.

He ran a hand through his hair, the gesture rough. He had worked so hard to put his own difficult childhood behind him, and now it was back, staring him in the face. A dull ache spread through his chest. He wanted to scream.

He had promised himself a better life for Olivia, a life free from the constraints and judgments he had endured. He slumped into a chair, feeling the weight of that promise, the fear of failing her.

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