He stared at the chain-link fence, the barrier separating him from his past. He had imagined this moment so many times, rehearsing what he’d say, what he'd do. But now, all words failed. He could only stand still. He found himself involuntarily tapping his foot, a nervous, erratic beat against the pavement.

He tried to distract himself, focusing on the details: the rust on the fence, the grit under his fingernails. But his attention kept snapping back to the house. The windows, like vacant eyes, stared back at him.

He was going to be sick. He could feel it.

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