The lawyerโ€™s office was cold, impersonal. The air conditioning hummed, a constant, grating noise. Sarah sat across from him, the documents spread out on the polished mahogany table. Her name, his name โ€“ a name sheโ€™d never heard before โ€“ their father's name. It was all so surreal.

She tried to concentrate, to take in the information, but her mind was a jumble. Her palms were slick with sweat. The lawyer droned on about legalities and inheritance, but all she could hear was a buzzing in her ears.

She excused herself to use the restroom, her legs shaky as she walked. In the small, tiled space, she leaned against the cool wall, her eyes squeezed shut, willing the rising tide of panic to recede.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229