"It's for the kids," she heard her husband say, the same explanation he’d given a dozen times before. She didn't respond, just sat at the table and stared at the empty cereal bowls.

The fence, she knew, was his way of keeping them safe, of keeping them close. But the safety felt like a kind of confinement.

She walked out to the edge of the property, the newly erected fence looming over her. The wood smelled of fresh cut lumber. She leaned against it, the solid barrier a physical manifestation of everything she couldn't say.

Her throat tightened.

She looked at her children, playing in what was left of the yard. She smiled, but the edges of the smile felt brittle.

Emotion: trapped

Cluster: Sadness / Despair
PC1 (Valence): -3.02 Negative
PC2 (Disposition): -0.80

Role in Research

This story is one of 1,000 stories generated for the emotion trapped. 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 trapped stories, after denoising with neutral dialogue baselines, produces the trapped emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the trapped vector is projected through the unembedding matrix.

Promoted:
S0.573
ness0.401
无法0.366
hopeless0.360
😞0.353
Suppressed:
la-0.740
de-0.376
l-0.339
several-0.323
excitedly-0.322