The request from Jessica Harding was like a tiny explosion of negativity. Liam felt a pressure building behind his eyes. He let out a harsh, short laugh that felt brittle even to his own ears. He felt the blood pounding in his temples.

He remembered the constant barbs, the public humiliation. Jessica Harding. Her name was synonymous with pain. He felt like he was back in the schoolyard, vulnerable and exposed. He felt an urge to run, to hide.

He rubbed his eyes, trying to calm himself. The notification mocked him from the screen. He wanted to break something, to destroy it. This was an affront.

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