He kept glancing at the clock on the wall, the slow crawl of the second hand fueling the anxious flutter in his chest. Mr. Henderson gripped the worn leather of his armchair, his knuckles white. The gift, a vintage first edition of a book he'd mentioned in class years ago, had arrived this morning. It was from Sarah Chen, a student he had always felt he'd failed. A small, dry cough escaped his lips as he considered opening it. The anticipation was…uncomfortable. He rose slowly and walked the short distance to the package.

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