The campus parking lot was normally a source of relief. A place to unwind after a long day. But today, as Leo stared at his beat-up car, he was overwhelmed with something akin to rage. The car, his escape, now felt like a prison, each dent and scratch a reminder of the wasted time, the squandered effort.

He wanted to tear the world apart. The sky was the wrong color. The wind, which usually felt comforting, was now an irritating gust. Every building he passed seemed to mock him with its normalcy, as if nothing had changed. The sheer cruelty of the situation stole his breath. He hated everything.

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