“Another day, another fire drill,” Ms. Rodriguez muttered under her breath, watching students file out of the building. The drills were a tedious routine, a constant disruption to the rhythm of her day. She hated the feeling of being herded along. She was increasingly feeling as if she were a caged bird.

Her apartment felt like a prison. Tonight, she’d vowed, she would get some work done. It was always easier to plan than do. A small, wrapped parcel sat on her kitchen counter, untouched since she'd found it that morning. An odd package with no marking.

She’d almost thrown it away, dismissing it as junk mail. It had been left at the front desk with no return address. She decided to investigate. Inside the packaging was a small, potted sunflower. A note was tucked inside the pot, signed by a former student, Javier. He wrote, “Remember to find the sunlight, always.” The weight of the world felt lighter for a moment.

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