The waiting room felt like a pressure cooker. The air was stale, the furniture drab, the magazines outdated. Emily tapped her foot impatiently, the sound a staccato rhythm against the hushed atmosphere. Across the room, her friend, Ben, sat calmly, flipping through a brochure.

She found it hard to sit still. She had applied for the same position, and she knew Ben had a good chance. It was the perfect job, the ideal starting point. The thought of losing it made her head spin.

She rose and walked to the window, gazing at the parking lot. She could see other people moving in and out of the building. She felt a sudden need to leave, but knew she couldn't.

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