The office felt stifling, the fluorescent lights humming a monotonous tune. David sat at his desk, his hands clammy. He’d tried to focus on his work, the spreadsheet open on his screen, but his mind kept drifting back to the published diary.

He could practically feel the judgment radiating from the people around him. He imagined them whispering, snickering, reading his confessions of adolescent longing. He felt a burning flush creep up his neck. He wished he could disappear, evaporate into thin air.

He fumbled with his tie, loosening it. The familiar scent of coffee from the breakroom seemed to have lost its appeal. He wasn't hungry, wasn't thirsty, just… heavy. He leaned back in his chair, trying to steady his breathing, attempting to regain some semblance of control.

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