The cold wind whipped around Claire as she walked, the sting on her cheeks offering a momentary distraction. The article, attributed to another, was a constant shadow, a weight on her mind. She pulled her scarf tighter, her shoulders hunched against the biting air.

She kept her gaze fixed on the ground, avoiding eye contact with passersby. She felt exposed, vulnerable, as if the world was watching her shame. The world seemed overly bright, the sounds of the city too loud.

She quickened her pace, each step a futile attempt to outrun her thoughts. The injustice of it all was a cold, hard knot in her stomach. She felt a deep weariness, a profound sense of loss, and a growing sense of detachment from everything around her.

She wanted to scream, to weep, to disappear.

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