The dog started barking, a high-pitched, frantic yelp that echoed the turmoil inside. Jessica felt the knot tighten in her stomach. Every nail gun blast, every crash and clang, was a stab of pain. She had just found out she had to move. Her landlord had just informed her of the renovations planned for the building.

She tried to focus on packing, but her hands trembled, and she kept dropping things. Her carefully curated life was about to be dismantled. The constant noise was a physical manifestation of her fear and uncertainty. She felt as though she was crumbling.

She looked around the apartment, at the few possessions that meant everything to her, that would soon be packed away. Where would she go? How would she start again? The hammering felt like a relentless warning.

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