The worn leather-bound photo album sat on the table. The collection of photographs documenting generations of his family. His sister needed money, and she wanted to sell it. He felt winded.

He flipped through the pages, each image a painful reminder of what might be lost. He could feel his hands shaking. He looked up at the ceiling, then turned back to the album.

He couldn't bring himself to speak, to negotiate. He wandered the house, restless, as if searching for something he had lost. His stomach hurt.

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