"Just breathe," Sarah muttered under her breath, staring at the ceiling tiles. They looked remarkably dull. The waiting room's silence was deafening, the fluorescent lights harsh. She hated hospitals. Especially now. The fear coiled in her gut, a familiar visitor these past few months.

A call of her name jolted her from her thoughts. The doctor’s face was grave, but his words, for once, offered something other than bleak pronouncements. "We have a breakthrough. Another patient, diagnosed with the same, unusual condition. There’s a specialist coming."

Hope, fragile as a butterfly's wing, fluttered in her chest.

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