He’d almost missed it, buried in the depths of a generic real estate website. The photo – a professional shot, gleaming with sunlight – showed the front porch, the porch where he’d learned to ride his bike, where his father had taught him to throw a baseball. A wave of dizziness washed over him.

It was wrong. Everything was wrong. He felt a strange flutter in his stomach. The listing spoke of “investment opportunity” and “desirable location.” The words felt like a violation. He slammed the laptop shut, the sound echoing in his otherwise quiet apartment, and stood up, trying to shake off the oppressive feeling.

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