Her stomach twisted, and a headache bloomed behind her eyes. Emily hated confrontation, and this felt like a brewing argument. The fence, she knew, was a symbolic act, a declaration of division. It made her feel…uneasy.

She walked out into her backyard, the familiar space suddenly alien. She looked at her own lawn, the same grass as her neighbor's, and felt a profound sadness. She suddenly didn't want to plant flowers, didn't want to get involved in any of the tasks she had been planning.

She sat on the porch swing, the rhythmic creak doing little to soothe her. She looked at her hands, the nails bitten to the quick, and felt a heavy weight settle on her chest.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236