The sunlight felt too bright, the birdsong too cheerful. Sarah tugged at the hem of her shirt, a nervous habit she'd developed lately. The dog, that scruffy terrier mix, was currently dismantling her meticulously arranged garden gnomes. She bit her lip, the taste of blood metallic.

This was the third time this week. She felt a knot in her stomach tighten. The dog’s owner was a sweet, older woman, but the situation was still getting to her. Everything was. Sarah had promised herself she would not lose it.

She walked towards the fence, her pace slow. This was the last straw. The small figurines lay scattered about. It was the same feeling, again. She could feel her chest grow tight.

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