The professor’s words echoed in her mind, a relentless loop. “Below expectations.” She sat frozen, the paper crumpled in her lap. Eighty-one percent. The score itself was not the problem, it was the context. This wasn’t what she had wanted.

She could feel a tremor in her hands, a nervous twitch in her eye. The air in the room felt thick, oppressive. She felt the urge to jump up and run. She bit the inside of her cheek.

She sat up straighter, trying to regain control. Her future, once clear, now seemed blurred, distant.

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