The news hit Sarah like a punch to the gut. She’d been preparing for exams, feeling reasonably confident. The email shattered her composure. She felt physically ill. The building seemed to sway slightly around her. She struggled to focus on the lines of text in the email.

She excused herself from the library and went to the bathroom, splashing cold water on her face. Her reflection stared back at her, eyes wide with anxiety. She felt a profound sense of injustice, as if something vital had been stolen from her.

Back in her room, she sat on the edge of her bed, her mind racing. Tears welled up in her eyes. The future stretched before her, a daunting expanse of unknown territory. She felt her resolve begin to crack.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236