The sun was shining, but inside, Emily was shrouded in a persistent gloom. Her son, Finn, had started a new term at school, and she'd learned he had the same science teacher she had: Mr. Davies. The very same Davies who had made her life a misery in high school.

She’d woken up feeling drained, a sense of foreboding clinging to her like a shroud. She struggled to focus on anything, lost in a swirling vortex of old anxieties. She snapped at Finn over breakfast, a quick, sharp reprimand.

She wandered aimlessly through the house, unable to find comfort. The walls seemed to close in on her, and she felt suffocated by the memory of Davies’s cold, judgmental gaze.

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