John sat at the kitchen table, the newspaper open in front of him. The headline screamed the truth. He'd known this author's books by heart. He used to quote them to his friends. Now, seeing them exposed as a fraud, he wanted to break everything he owned.

He stood up, paced the room. He walked back to the table and saw his own work, his own unpublished manuscripts. Now it felt as if even his creations were sullied. He grabbed a pen and began to furiously scribble words onto a blank sheet of paper, the ink a dark, angry smear.

He crumpled the sheet up and threw it into the trash.

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