The email sat in Leo's inbox, radiating a cold, digital glare. Professor Davies’ name, the subject line: “Academic Integrity Concerns.” He stared at it, the words blurring around the edges, his heart hammering against his ribs like a frantic bird. He'd never felt this constricted before.

He pushed away from his desk, the chair scraping against the floor. He needed air, needed to think, but his thoughts were a jumbled mess, impossible to unravel. He grabbed his worn leather jacket, the familiar weight a small comfort, and headed out into the hallway. The fluorescent lights overhead seemed to hum with an unsettling energy.

He paced back and forth, the worn carpet under his feet a solid, grounding presence in the face of his spinning thoughts. He replayed the scene in his mind, the essay he’d written. The late nights, the research, the agonizing over every sentence. He knew where the words had come from. Or, at least, he thought he did.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236