James stared at the screen, jaw clenched. "By: Susan Miller." His carefully crafted study, years of work, reduced to a ghost of its former self. He began to sweat. His fingers trembled as he reread the email.

He slammed his fist on the desk. The sound echoed through the silent office. He felt the sting in his knuckles, but the pain was nothing compared to the turmoil in his chest.

He needed to talk to someone, but the words wouldn't form in his throat. He felt trapped, his thoughts a chaotic jumble he couldn't organize. He ran a hand through his hair, the gesture a desperate plea for order.

Emotion: rattled

Cluster: Fear / Anxiety
PC1 (Valence): -2.29 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion rattled. 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 rattled stories, after denoising with neutral dialogue baselines, produces the rattled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the rattled vector is projected through the unembedding matrix.

Promoted:
S0.264
😣0.261
worse0.256
😞0.248
😖0.247
Suppressed:
de-0.571
la-0.414
a-0.377
happy-0.259
enthusi-0.234