The librarian’s cough echoed in Amelia’s ears, each sound a jarring interruption to the internal tempest. She sat hunched over her laptop, her fingers flying over the keyboard, but the words blurring before her eyes. The email’s message, concise and final, repeated itself in her mind. Her gaze darted around the room, taking in every detail – the worn spines of the books, the flickering fluorescent lights, the hushed whispers of other students. She felt a knot tighten in her stomach, a feeling like she needed to be in several places at once.

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