The fluorescent lights of the hospital hallway seemed to flicker, reflecting the internal chaos in Sarah. Her scholarship, the one piece of stability she clung to, was no longer hers. A clerical error. A mistake. She felt the pressure in her head, a dull ache that resonated with the fear bubbling inside her.

She had to focus. Her younger sister relied on her, and the family’s mounting medical bills were already overwhelming. She took a deep breath, trying to steady herself. The hospital room felt sterile, suffocating. She couldn’t stay here, she had to get back to work on the weekend. The familiar ache in her muscles, the exhaustion that never seemed to leave, felt more pronounced, more heavy.

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