The old house groaned in the wind, each gust a mournful sigh. Clara sat hunched in the window seat, the rain streaking the glass. A deep weariness clung to her.

She had found a collection of postcards from her great-aunt, a woman whose life had always been a mystery. The postcards spoke of exotic locales, of daring exploits, of a passionate and unconventional life. A far cry from the quiet life Clara was told she lived.

Clara felt a dull ache in her temples. The carefully constructed façade of her family's history felt fragile, vulnerable. She stared out at the storm, a growing sense of isolation creeping into her bones.

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