The drive there had been torture. I kept imagining myself tripping on the sidewalk and falling flat on my face. Every red light felt like a personal insult. When I finally parked, I sat in the car, hands gripping the steering wheel so tightly my knuckles turned white.

My friend, Daniel, was applying for the same position. We'd been inseparable in college. Now, we were adversaries, at least in the eyes of this prospective employer. The thought stung.

I got out of the car, feeling a cold shiver despite the warm afternoon air. I needed to get it together. I needed this job.

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