The scent of ink and paper. The tap, tap, tap of a pen. These were the sounds of Sarah's solitude, of her writing. Now, the sounds were a threat. Leo, her son, had become a prolific writer.

His stories, fantastical and inventive, had earned him accolades, and they were brilliant. Sarah’s manuscripts lay unfinished, her creative drive replaced by a creeping dread. She sat in her study, paralyzed.

She avoided looking at the door, where she knew Leo was working. He made her feel as though she wasn't good enough. Her chest felt constricted. The silence, before the inevitable tap, was worse than the tap itself.

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:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229