The musty air of the basement clung to Sophia as she sifted through the dusty boxes. The fluorescent bulb above flickered, casting a sickly yellow glow on the relics of her youth. Each page, each drawing, each carefully preserved piece of her past, was a harsh reminder of her perceived shortcomings.

She held a math test, marked with a damning "D." The red ink seemed to burn her fingers. She felt a familiar burn of anger.

Her breath hitched in her throat as a wave of nausea washed over her. She gripped the edge of the table, feeling the cold metal press into her skin. She needed to be somewhere else. Anywhere.

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