Her hands were shaking. She had to take a few deep breaths before addressing her replacement. The woman, whose name was Jessica, sat perfectly straight, a model of professional poise. The sight of her felt threatening.

"So, let's start with the client onboarding process," Claire said, her voice slightly muffled. She knew she was supposed to be helpful, that she should embrace the change, but the feeling was overwhelming.

She felt a strange mixture of resentment and inadequacy. Each step she explained felt like a nail in her own professional coffin. She began to sweat and wanted to grab the woman by the shoulders and demand she go away.

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