The office air felt thick, each breath labored. Ethan stared at the email notification on his computer screen, the words "Congratulations! Your code has been implemented!" followed by a name that wasn't his. He had spent weeks, sleepless nights, crafting the AI program. Now, it was someone else's achievement.

His palms were slick. He sat forward, eyes riveted to the screen, his chest a tight drum. He couldn't shake the impression that the ceiling was lowering. He needed to know how. How could this have happened?

Without a word, he stood and strode towards the IT department, his strides quick and purposeful. He felt a potent pressure building, demanding a resolution.

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