The silence of the early morning felt oppressive. Michael stepped out of his house, ready for his commute, his hand already reaching for his keys. The space was vacant. He blinked, certain he was mistaken.

He circled the driveway, a slow, deliberate patrol. The birds chirped with a cheerful abandon, a sound which grated on his nerves. He felt a tremor run through him, starting in his toes.

His mind raced, a chaotic jumble of possibilities. Had he forgotten something? A violation he didn't know about? He pictured the upcoming meeting, the presentation, and the consequences of being late. His shoulders slumped, the weight of the day settling upon him before it had even begun.

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