A cold sweat slicked across Leo's palms as he stared at the email. The subject line, “Academic Integrity Violation,” screamed at him from the screen. He scrolled down, his breath hitching, re-reading the professor's accusatory words. His stomach churned, a knot tightening in his gut.

He ran a hand through his already disheveled hair, the action a futile attempt to make sense of the situation. Each word felt like a physical blow. The report flagged sections of his research paper, directly comparing them to another student's work. The audacity of the claim!

He slammed the laptop shut, the metallic clang echoing in the otherwise silent room. His vision swam. He needed to get out, away from the accusing glow of the screen and the suffocating weight of the accusation. Grabbing his coat, he fled his apartment, the door slamming shut behind him with the force of his panic.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290