John sat in his car, parked across the street from Sarah's apartment, staring at the front door. He'd just seen her embrace another man. He'd been dating her for six months, planning a future. He'd thought she was the one. Now, the world was spinning.

He felt a deep, raw ache in his chest, a physical manifestation of his distress. He stared blankly ahead, unable to process what he'd witnessed. His hands were shaking. He gripped the steering wheel so tightly his knuckles turned white.

He felt the sudden urge to drive, to escape, to put distance between himself and this painful reality. He started the car, the engine's roar barely audible above the pounding in his ears.

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