The aroma of freshly baked cake filled the kitchen, a stark contrast to the hollow feeling blooming in his chest. He’d spent all day preparing, his excitement building with each task completed. Then, a text message. The news hit him like a physical punch, leaving him gasping for air. He gripped the edge of the counter, his knuckles turning white. His vision swam. The vibrant decorations, the carefully chosen music, all seemed to mock his current despair. He closed his eyes, the image of what he had prepared flashing before him.

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
πŸŽ‰-0.233
happy-0.231
"-0.228