"It's not true," Daniel whispered, the words barely audible. His voice cracked with a tremor he couldn't control. The academic dishonesty letter felt like a branding iron. His entire academic career was on the line.

He reread the offending passages, his stomach churning with each word. He knew he'd cited his sources, he was certain. Why did he feel this way? A cold dread seeped into his bones. He clenched his fists, knuckles white, the muscles in his jaw tight.

He spent the rest of the day in his room, staring at his computer screen. The once-familiar glow of the monitor seemed now to illuminate his failings. The quiet of the apartment was suffocating, amplifying his self-doubt.

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