The letter lay on the kitchen table, untouched. I stared at it, the words blurred through the sudden film in my eyes. Sarah had always been there, a steady rock of advice and support in the stormy waters of my career. The feeling in my chest was a dull throb. *Retired. No further contact.* The abruptness of it left me completely unprepared.

I pushed away from the table, my chair scraping harshly against the floor. I wandered into the living room, unable to sit, unable to focus on anything. The walls seemed to close in. The space felt too big, the silence too loud. My breaths came in short, shallow gasps.

The thought of facing this next phase of my project alone, without her insight, sent a jolt of anxiety through me. The absence of her familiar presence was like a void. The uncertainty felt like a heavy weight pressing down on me.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228