The silence of the rehearsal room was shattered. Amelia knew her song, “City Lights,” was beautiful. But she couldn’t find the right tone; it wasn’t working. She’d almost given up. Then, as she was about to close the studio, the radio clicked on. A familiar guitar riff filled the air. Her fingers went numb.

Her song. But… a male voice? She held her breath, listening intently. The arrangement was altered, the lyrics re-imagined. The feeling was all wrong, a hollow imitation of her deepest feelings. She felt a hollowness in her chest. She paced the room, unable to stop the nervous energy coursing through her. She was furious.

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