The drive there had been torture, each mile a mental battle. Chloe’s hands were clammy, gripping the steering wheel so hard her knuckles were white. She’d replayed every negative memory, every harsh word, a thousand times.

She parked the car, and sat there for a few minutes, staring at the building. The thought of entering was nearly paralyzing. She needed help, but the thought of seeking it from *him* was almost unbearable.

She finally got out of the car, her movements stiff and jerky. She pushed open the heavy glass door, her breath coming in shallow gasps. She could feel the fight-or-flight response kicking in. She was trapped.

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