He found himself tapping his foot against the floor, a rhythmic staccato that echoed in the otherwise silent room. "A guinea pig, Emily? Are you serious?" He could barely contain the feelings that churned within. He felt the need to analyze, to question, to *understand*.

Emily, her face illuminated by the soft glow of her laptop screen, remained completely unruffled. The contrast between them was stark. He saw the potential for mess, for noise, for added responsibility. The thought of it made his head pound.

He needed to be clear. “We haven’t even discussed it! We don’t have space! We are too busy! The answer is no, Emily.” The words, finally spoken, offered little relief.

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