"It’s not possible," I whispered, my voice thick with disbelief. The letter, penned in my grandmother's elegant hand, lay spread out on the table. It was a resignation, filled with a quiet rage I never knew she possessed. I felt a prickling sensation on my skin.

My grandmother, the epitome of grace and composure, had been concealing so much. The letter spoke of being undervalued, of being ignored. The words seemed to seep into my own bones, leaving me feeling exposed.

I pushed away from the table, my chair scraping against the floor. I felt a surge of anger, a desire to understand, a need to make sense of this secret. My hands clenched into fists, my knuckles white. I felt a profound sense of violation.

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