“Are you sure?” His voice was a bare whisper, barely audible above the hum of the refrigerator. Liam stared at his friend, Mark, who nodded grimly. The accusations against Elias Thorne – his hero – were confirmed. It was true. His story, "The Crimson Tide," was the target. He gripped the edge of the kitchen counter.

Mark showed him the link to the blog post, the side-by-side comparison. Liam leaned in. His eyes darted back and forth. His heart thrummed. He felt a need to argue, to deny it, but the proof was there, stark and undeniable.

Liam's throat tightened. He pushed himself away from the counter, his hands balling into fists. He felt the sudden urge to break something, to yell, to do anything to release the pressure building inside.

Emotion: alert

Cluster: Alertness
PC1 (Valence): -0.09 Negative
PC2 (Disposition): -0.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.359
उत्सुक0.209
سریع0.205
urgency0.205
緊張0.198
Suppressed:
la-0.385
B-0.374
L-0.317
H-0.303
a-0.235