Sweat beaded on Elias's forehead, despite the chill of the office. He stared at the email, the words blurring. Identical. The word screamed from the screen, taunting him. His stomach clenched. He ran a hand through his already disheveled hair, leaving it standing on end. He’d poured months into this, sleepless nights fueled by lukewarm coffee and the burning desire to succeed. Now… this. He leaned back in his chair, the squeak of the plastic a jarring noise in the sudden quiet of his mind.

He reread the project overview again. Identical. Same methodology, same objectives, even the same quirky naming convention he'd thought was uniquely his. A wave of nausea washed over him. His throat felt tight, constricted. He felt suddenly, intensely alone. He glanced at the clock: 3:17 AM. He was going to feel this way for a while.

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