"What do you mean, *they're closing*?" Maya asked, her voice cracking. She stood in the university cafeteria, the usual aroma of stale coffee and lukewarm pizza suddenly repulsive. Across the table, her friend Sarah nodded solemnly. The news had spread like wildfire. A wave of disorientation washed over her.

Maya felt a hot flush creep up her neck. Her palms were slick with sweat. The vibrant colors of the cafeteria, the chatter of students, now seemed distorted, alien. She picked at the corner of her sandwich, unable to take a bite.

That evening, she found herself staring at the application form for another college. The words blurred before her. This felt wrong. She had built a life here. Made friendships, found her path. Now, everything was uncertain. The cursor on the screen blinked, mocking her. She let out a frustrated sigh, and the tears started to flow.

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