The fluorescent lights in the office seemed to flicker, adding to the general sense of unease. Emily’s hands trembled as she organized the files. She knew what she had to do, but her legs felt like lead. She had spoken to a colleague and learned her colleague, who she had been mentoring, was making more than her.

She’d rehearsed what she would say to her manager a hundred times, but the words still felt clunky and awkward in her mind. Her heart pounded in her chest, a frantic drumbeat against the silence. She took a deep breath. It was now or never.

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