The email arrived, simple text on a stark white screen. “Hi, Sarah. Thinking of a small garden project. Would you mind if I used a bit of your side yard? Let me know. -Mark.” Sarah felt a sudden hollowness, her breath catching in her throat. Her hands were clammy.

She stared at the words, her eyes scanning over and over. She knew Mark barely; he lived two houses down. This felt… intrusive. She clicked off the screen, then back on, then back off again.

She sat at her desk, unable to focus on anything. The hum of the computer seemed loud in the sudden quiet of the room. She felt a need to move, to be somewhere else. After half an hour of pacing, she finally wrote back a curt, “I need to consider.”

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293