She gripped the worn wooden banister as she climbed the stairs, the flyer from the notice board crumpled in her hand. Each step felt like a climb through quicksand. Her breath hitched.

The air in her apartment felt stale, suffocating. She opened the window, hoping to find some relief, but only the sounds of the city's relentless energy, the ceaseless thrum, filled the space. She closed it and stood there.

She picked up the remote and mindlessly flipped through channels, searching for something to distract her from the gnawing dread. Nothing worked.

She wanted to be alone. She did not want to speak to anyone.

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