The fluorescent lights of the manufacturing floor buzzed, matching the high-pitched whine in Robert’s ears. He looked around. His new workstation was surrounded by machinery. He was a marketing strategist. He was not a mechanic.

He watched the engineers, their movements precise and sure. He felt clumsy, out of place. He wanted to run. The smell of oil and metal made him feel…unsettled. He leaned against the wall.

He forced himself to approach his new supervisor. He felt as if he was walking into a trial. Each step forward felt heavy. His palms were sweating.

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