The car ride was a tense affair, the silence punctuated by the occasional sigh. He looked out at the scenery, the familiar streets now seeming foreign. His mind was elsewhere, lost in a maze of memories and unspoken grievances.

The hall was filled with people, all talking at once. He stood near the entrance, feeling the weight of the crowd press in on him. He felt claustrophobic. He needed air.

He avoided the food, the celebratory cake. He felt no appetite. He took a seat in the back row, avoiding eye contact, and focused on his untouched plate.

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