He ran his hand over the polished surface of the table, a nervous habit. The conversation with Daniel had just ended. They'd been discussing the time they'd both interviewed for their dream job. Daniel recalled the confidence he'd projected, the easy rapport he'd established with the interviewer. He was pleased with the memories.

He remembered freezing up, stumbling over his words, the way his voice had cracked with anxiety. He felt the cold sweat on his back. He remembered the crushing disappointment when he hadn’t gotten the job. The stark contrast between their recollections left him feeling a sense of dread.

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