He stared at the sign taped to the window of The Golden Spoon. "Closed for Business." A wave of heat washed over Daniel, leaving him unsteady. He tugged at his collar, but it offered no relief.

The Golden Spoon had been his escape, the place he went after a tough day at work. He’d sit at the counter, the clatter of plates a comforting soundtrack, while he savored the perfect grilled cheese sandwich. It was a ritual, a balm to his frayed nerves.

He ran a hand through his hair, dislodging a few stray strands. Where would he go now? The thought brought a tightness to his throat, a sudden need to flee. He turned and walked away, his steps hurried.

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
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256