David found the trove of relics in a closet, tucked away behind a row of moth-eaten coats. He stood frozen, his eyes wide, as he surveyed the contents. The room seemed to shrink around him.

There were report cards, spelling tests, and every single art project he'd ever created. Each one was a testament to his younger self, a self he’d rather forget. He felt the weight of it all pressing down on him.

He picked up a drawing of a lopsided house. He hated it. Hated everything about it. He felt the familiar pressure behind his eyes, a tightness in his chest. He threw the drawing down, the sound a sharp crack in the silence. He had to get out.

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