The new employee’s cheerful demeanor grated on her nerves. Susan, sitting across the desk, found herself avoiding eye contact, fixing her gaze on her own desk. It was spotless. She’d cleaned it for hours the night before, a futile attempt to regain some semblance of control.

"Okay, so about the reports…" she began, her voice barely a whisper. She found herself stumbling over her words, her brain felt foggy. The training manual lay open on the desk, but she struggled to follow the bullet points.

The room around her felt as though it was closing in, the walls getting smaller with each passing minute. The silence from the new employee was piercing.

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