A cold sweat slicked down David’s back. He gripped the steering wheel, knuckles bone-white. The email read: "Reconnecting with an old friend from elementary school." It was from Emily Carter, the girl who had orchestrated his social ruin.

His stomach twisted into a knot. He glanced at the rearview mirror, checking his own face, now etched with lines of worry he never saw coming. The invitation to a virtual reunion made him want to bolt, to drive far away.

He imagined the meeting. The strained pleasantries, the careful avoidance of the past, the inevitable judgment. His fingers tightened on the steering wheel, the leather groaning under the pressure. It felt like that time she had tied his shoelaces together before class.

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