"No, I don't understand," Amelia said, her voice barely a whisper. The financial aid officerโ€™s words hung in the air, heavy and blunt. An error. A mix-up. Her scholarship, gone. She felt a dizzying pressure in her head, as if her skull was about to crack.

She clutched her worn backpack, her knuckles white. Her carefully constructed life, built on academic achievement, was suddenly precarious. The image of the ramen dinners and the shared, cramped apartment she would be forced to return to filled her mind. A wave of nausea washed over her. She excused herself, stumbling out of the office and into the bustling hallway. The noise, the lights, the movement โ€“ it all felt overwhelming.

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:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236