John found himself wandering the halls after the news. He felt the blood draining from his face. He kept bumping into colleagues, not seeing them, and muttering apologies. He didn't know what to do.

He retreated to the bathroom, splashing cold water on his face. The reflection stared back at him, looking older and more tired than usual. He hated this feeling. The office, which had once felt like home, now seemed like a hostile place.

He felt an urge to scream, to lash out. He clenched his fists, struggling to control the anger that threatened to consume him. He wanted to go home, but knew he couldn't just walk out.

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