David saw it on the billboard while driving home. A giant photograph of a "Berry Bliss Smoothie," looking identical to the one he’d crafted and sold at his small juice bar. It was now being advertised by a massive chain restaurant. He pulled over to the side of the road, his pulse echoing in his ears.

He stared at the billboard, his knuckles white against the steering wheel. He felt a wave of dizziness wash over him. He slumped against the headrest, a sudden exhaustion weighing him down.

The drive home, usually a calming experience, now felt like an eternity. He couldn’t bring himself to turn on the radio, the silence amplifying the turmoil inside. His hands found their way to his chest and rested there, as if trying to soothe the distress that had taken root there.

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