Isabelle felt the familiar prickle of heat behind her eyes. Scrolling through the student publication, the words "Student Essay: Isabelle Moreau" leaped out at her. It was the essay detailing her complex feelings about moving away from home, the one she thought no one would ever see again.

She sat at her desk, unable to move, unable to breathe deeply. Her hands were clenched into fists, her knuckles white. She felt a growing sense of dread, a feeling of being watched, judged.

She needed to get out of her apartment, but her legs felt like lead. She stood for a long moment, simply staring at the closed door, the only exit from her sudden confinement.

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