The stale air of the bus station pressed on David. Sleepless nights had become the norm, a relentless cycle of worry and introspection. His body ached, his mind raced, and the future seemed a vast, unknowable expanse. The train was late, of course.

He sat on a bench, head in his hands, trying to regulate his breathing. A woman sat beside him, nervously adjusting her scarf. “That medical journal… is that about the… the thing?” she asked, her voice barely a whisper.

David looked up, his weary gaze meeting hers. A hesitant shared understanding bloomed between them.

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