Rain lashed against the windows, mimicking the turmoil brewing inside Amelia. She stared out at the deluge, a dark curtain obscuring the world. The confirmation email sat unread in her inbox, a cruel reminder of the changed plans. Her friends, the well-meaning traitors, had decided to postpone. Again. Amelia shoved her hands in her pockets, the familiar rough texture of the denim a small comfort. Her jaw clenched. Everything felt… wrong.

She kicked at a loose paving stone on the patio, sending it skittering across the wet concrete. The gesture released none of the tension coiling in her gut. Amelia needed a distraction, something to shatter the heavy silence settling around her like a shroud. She considered calling someone, but the thought felt exhausting.

The damp air clung to her skin as she retreated inside, each footstep heavy on the hardwood floor. The house, usually vibrant with light and laughter, now felt hollow. She grabbed a dusty bottle of wine from the shelf, uncorking it with a deliberate, almost violent, twist.

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