Liam felt his breath catch in his throat as he walked into the office. Something was amiss, he knew it the instant he stepped past the front doors. The normally bustling space was subdued, almost funereal. He noticed the strained expressions on people's faces, the hurried whispers, the lack of eye contact.

He tried to focus on his work, but his mind kept wandering. He was distracted by the office gossip. He had a bad feeling in the pit of his stomach. His fingers fidgeted, and he couldn’t keep still.

He walked over to his friend’s desk, but stopped short. The words "company acquisition" flashed across the screen. He felt a sharp pang of dread. It was exactly what he'd feared. He turned around, the weight of impending change settling upon him.

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