The first thing Sarah noticed was the chainsaw. It was a guttural, snarling sound, tearing through the air. She pressed her hands over her ears, the metallic taste of anxiety filling her mouth. She had been on edge since her promotion was canceled. The renovation was only the latest thing to disrupt her tenuous sense of peace.

She closed all the windows. The barricade was not enough. The noise seeped into every corner of the house, like a persistent infection. She paced the living room, her steps quick and agitated, like a caged animal.

She wanted to scream, to lash out, to break something. Instead, she sat down on the sofa, her body trembling. The world felt overwhelmingly loud, chaotic, and unmanageable.

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