David leaned against the doorway of the workshop, the smell of sawdust and varnish filling his nostrils, but doing nothing to calm his nerves. He'd been looking forward to his meeting with Master Jian all morning. His stomach felt like it was tied in knots. It was a gut-wrenching realization that he wouldn't be there to share his thoughts.

The workshop, typically a hive of activity, was eerily silent. The silence was unnerving. He had expected to see Master Jian, his hands stained with paint, his face etched with concentration. His absence, the empty space where he should have been, made David feel vulnerable, unsure of himself.

He clenched his fists. He had planned to discuss the new commissions, the techniques he was struggling with. He felt a deep sense of disorientation. The weight of his own future, of his own choices, suddenly felt immense, crushing.

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