Sarah slumped against the chipped paint of her porch, the air thick with the scent of wet wood and impending doom. The crash had woken her, a thunderclap of splintering wood that had ripped through the night. She’d peeked out her blinds to see the ancient maple, once a stately landmark, lying in a heap on Mr. Henderson's property.

Her fingers traced the lines of the worn wood on the porch. The sudden silence that followed the crash was almost worse than the noise. The world felt muffled, distant. Inside, the mortgage statement sat on her kitchen table, a constant reminder of the tightrope she was walking.

She took a shaky breath. She found herself reaching for a cigarette, a habit she thought she had kicked. The ash fell onto her jeans. This whole thing was getting to her.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236