The announcement came over the intercom: “Please welcome John to the Public Relations team.” John felt frozen, his face going pale. He was an accountant. Public Relations? He had never spoken in public.

He felt like a stranger in a strange land. He stood in the corner. Everyone seemed to know each other. He felt isolated.

He excused himself, walking quickly to the restroom. He looked in the mirror. He looked… frightened. He splashed cold water on his face, trying to calm his racing pulse. He wanted to go home.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228