Sarah stared at the glowing screen, the email confirming the patent denial. The words swam before her eyes. Her self-cleaning clothing line, her clever invention for reducing waste, was already claimed by a rival company.

She sat motionless, her body a statue. The noise of the city, the chirping of birds, and the general clamor of the neighborhood all became distant echoes. She had no energy for them.

She felt a crushing sense of inadequacy, a deep, pervasive sadness. Her breath hitched. The dream, the vision she held so dearly, had been ripped from her grasp. She was now just adrift, without a rudder.

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