The familiar scent of spices, usually so enticing, now felt like a taunt. Liam stood outside the restaurant, the CLOSED sign a stark, unwelcome presence. He'd been looking forward to this all week, the familiar comfort of his favourite dish.

He kicked at a loose paving stone, sending it skittering across the sidewalk. He felt a pang in his chest, a tight, uncomfortable sensation. His jaw clenched. He turned and walked away, the empty space where the restaurant once stood a gaping hole in his day.

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