The phone felt heavy in David's hand, its vibrations a relentless assault. He sat hunched over the kitchen table, the glowing screen illuminating his ashen face. His “Grandpa Joe’s Chili” recipe, passed down through generations, was now being used by the biggest food company in the country.

He ran a hand over his tired eyes, trying to ward off the throbbing headache that had started to hammer behind them. He thought of his grandfather, the man who had taught him everything. His voice cracked with the beginnings of suppressed sobs.

He felt a sudden, desperate urge to flee the room. The familiar scent of his kitchen, usually a comfort, now felt tainted, a betrayal. The food he loved felt like a stranger’s property.

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