The sales team meeting was a disaster. James sat at the back of the room, listening to the CEO's carefully worded statement, his mind racing. The numbers, the percentages, all felt meaningless. He felt a chill creep up his spine.

He found himself tapping his pen incessantly, the rhythmic click, click, click a frantic counterpoint to the CEO’s calm tones. He fidgeted, shifting in his seat.

He felt a desperate need to talk, to ask questions, but he couldn't bring himself to speak. He didn't want to make himself vulnerable. His future, suddenly, felt uncertain, unstable.

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