The newspaper lay unread on the kitchen table. Michael's jaw clenched as he watched his son, Ethan, gleefully gathering his things for school. "Mr. Davies is teaching us about the planets today, Dad!" Ethan enthused. Michael knew all too well about Mr. Davies. He’d been in his class. The man was a humorless drone who'd sucked the joy out of everything.

He hadn't slept well the night before. His mind had replayed old humiliations, the sting of Davies's public criticisms still sharp. He’d felt a coldness creeping into his veins.

He found himself avoiding eye contact, keeping his responses to Ethan clipped and curt. The memory of the drab classroom, the stale smell of chalk dust, the feeling of being constantly judged, washed over him, a dark, unwelcome tide. He closed his eyes briefly, wishing he could somehow shield his son from the man’s influence.

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