He ran a hand through his thinning hair, the invitation crumpled in his grip. The paper crackled, a brittle sound that mirrored the tension coiling inside him. He hadn't seen most of these people in years. What would they think of him now?

"Stupid," he grumbled, tossing the invitation onto the counter with a loud thud. His heart pounded against his ribs, a frantic drumbeat against his stillness. He poured a generous amount of whiskey into a glass, his hand trembling slightly.

The thought of small talk and reminiscing made him want to bolt. He had a million things to do, he thought, staring at the swirling amber liquid. A hundred emails to answer, a project to finish. Anything but go. The knot in his stomach tightened; it felt like a cold stone.

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