The book lay open on the kitchen counter, the spine cracked, the pages dog-eared. Sarah stared at the inscription on the inside cover: "To Sarah, a life worth living, a story worth telling." She'd never approved this. Her name, bold and confident, seemed to mock her. A wave of nausea rolled over her, and she gripped the edge of the counter, knuckles white. The biography, she now knew, was a carefully constructed fiction. A glossy, over-optimistic version of her life. She slammed the book shut, the sound echoing in the sudden silence.

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