Sophia stared at the screen, the image of the book cover looming large. Her essay was in an anthology. It described her complex relationship with her sister, their shared history and rivalry. Now, their private history was public. She felt an overwhelming surge of defensive reactions.

Her fingers trembled as she clicked through the online preview. There it was, her story, her life, for everyone to read. She ran a hand through her hair, the action a repetitive and futile attempt at control.

The thought of her sister reading it made her stomach churn. The phone on the table rang, shattering the silence. It was her sister. Sophia let the call go to voicemail. She closed the laptop, the sudden darkness a small relief, and laid on her bed, staring at the ceiling.

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