He kept fiddling with his tie, loosening it, then tightening it again, as if the tightness around his neck could somehow contain the turmoil inside. He felt a constant, prickly heat, radiating outward from his core. Sweat beaded on his forehead, despite the chill.

He felt the gaze of the room on him. He could almost feel everyone's eyes; they seemed to bore into him like laser beams. Every cough, every shifting of feet, amplified the growing discord within him.

He wondered if he could fake a sudden illness, a conveniently timed emergency. No, that was not an option. He took a deep breath, trying to steady his shaking hands. The microphone beckoned.

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