David stood frozen, the newspaper slipping from his grasp, landing with a soft thud on the driveway. He blinked, certain this was some sort of bizarre dream. His vintage convertible, restored painstakingly over years, was gone. A knot formed in his stomach.

He took a step forward, then another, as if to confirm the reality. His hands trembled as he ran them through his hair. The sun felt too bright, the air too thin. He felt suddenly exposed, vulnerable.

He replayed the events of the previous evening in his head, searching for a clue, a forgotten detail. The memory refused to cooperate. He felt an urge to run, to escape this unsettling reality. He wanted to scream.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256