He avoided eye contact with the mechanic, his gaze fixed on the greasy floor. The mechanic's explanations of impound fees and procedures sounded like a foreign language. He nodded mechanically, signing the forms with a heavy pen. The bill felt like a punch to the gut.

He wanted to scream, to smash something, to explode with the frustration that had been building since morning. He kept his emotions locked tightly inside, a steel cage. He paid the fee, the transaction feeling like a theft. Then he walked out into the bright sunshine, feeling utterly drained.

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