The stale air felt thick, heavy in Elias’s lungs. He felt like he'd been punched. He watched his coworker, Olivia, tap her foot impatiently. He knew they were expecting him for the meeting. He could almost hear the disappointment in his boss’s voice.

He ran a hand over his face, feeling the stubble on his chin. He hadn't slept well in days. The pressure had been relentless. His heart was hammering against his ribs. He felt sick.

He swallowed hard, trying to dislodge the lump in his throat. He leaned against the wall, the cold metal a small comfort. He felt as if he was sinking into the floor.

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