He pulled out his phone, re-reading the email for the tenth time. “Congratulations, David. You are transferred to the Security department.” David felt a tightening in his chest. He was a writer. Security? What would he do?

He stared at the blank page on his computer screen. The cursor blinked. The words wouldn’t come. He got up and paced his office, the floorboards creaking under his weight. He always found comfort in writing. Now that comfort was gone.

He ran his hand through his hair, a nervous gesture he hadn’t noticed he did. His heart raced. Security protocols, surveillance, these were foreign concepts to him. He sighed.

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