He stared at the grade on the screen, his vision blurring slightly. A D. In calculus. He’d worked all semester, gone to the extra tutoring sessions, spent hours hunched over textbooks, his brain buzzing with formulas and theorems. The world narrowed, focusing on the small, red letter.

He gripped the edge of the desk, knuckles white. The fluorescent lights overhead seemed to hum, a constant, grating noise that amplified the tension in his muscles. His jaw clenched, and he could feel a muscle twitching in his cheek. He needed to understand what had gone wrong.

He imagined all the scenarios for his future, which had seemed so clear just a few seconds ago. Now it was like a Rubik's Cube of possibilities, all of them suddenly scrambled. He quickly stood up, wanting to run.

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