The morning sun, usually a welcome guest, felt like a spotlight on her flaws. Everything felt heavy. Her phone buzzed with the usual barrage of work emails. She avoided looking at it. The mailbox. She had to get the mail. It was a chore, a task she usually assigned to her husband.

Inside, nestled among the magazines and flyers, was a single card, unsigned, a childish drawing of a cake on the front. Her throat closed. "Happy Birthday!" The words were clumsy, but warm. She didn't recognize the handwriting. It didn't matter. Her breath hitched. The forgotten date, a sharp pang of sadness. She sat on the kitchen floor, the card clutched against her chest, feeling suddenly and overwhelmingly small.

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229