John sat on a park bench, the setting sun painting the sky in hues of orange and purple. His father had just died, and he had been left with nothing. He felt empty, numb. He saw the wallet on the ground near him.

He picked it up, feeling nothing. He opened it, and money spilled out. Enough to change his life. He pictured his life, a future he had given up on.

He felt the sudden, unexpected weight of the wallet in his hands. He was alone, and he had nothing to lose. The choices were laid bare. The world blurred around him. The air seemed thin.

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