He avoided the usual hangouts, the crowded bars, the bustling cafes. Instead, Ben walked the deserted streets late at night, the city lights painting long shadows that stretched and contorted around him. The accusation felt like a curse, poisoning everything he touched. He felt the anger bubbling, hot and corrosive.

His footsteps echoed on the pavement, each step a pounding rhythm against the silence. He kicked a loose pebble across the street, the small sound a release of frustration. He needed an outlet, a way to vent the rage that threatened to consume him.

He pictured the professor’s face, the accusatory look. He clenched his fists, feeling the nails dig into his palms. He continued to walk for miles, not knowing where he was going. He was just moving.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion brooding. 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 brooding stories, after denoising with neutral dialogue baselines, produces the brooding emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the brooding vector is projected through the unembedding matrix.

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330