The editor’s curt email, declaring the published article under another name, sat like a stone in Emily's inbox. She slammed her laptop shut, the abrupt action echoing in the quiet office. A shudder passed through her. The walls seemed to be closing in.

She felt a hot flush creep up her neck. Her mouth was dry. She stood up abruptly, pacing back and forth, trying to calm the turmoil inside her. This wasn't just a professional setback; it was a violation.

She clenched her fists, her nails digging into her palms. She needed to understand how this had happened. She needed answers. She needed… she didn't know what she needed, other than to make this nightmare stop.

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