He walked the dog, head down, avoiding eye contact. The biting wind cut through his thin jacket, mirroring the chill that had settled in his heart. John’s business had failed, leaving him deeply in debt. The bank was threatening foreclosure. Everything he owned was at risk.

He passed Mr. Sterling's expansive property. Mr. Sterling, who had always seemed so ordinary, had a private helicopter land on his lawn. He’d overheard the gardener talking. Sterling Enterprises. International deals. The sheer scope of the man’s wealth was almost obscene.

John stopped walking. The dog whimpered, sensing his distress. He closed his eyes, overwhelmed by a sudden, intense feeling of powerlessness. He felt the weight of the world on his shoulders.

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