Rain lashed against the windows, mirroring the unsettled feeling churning in Amelia’s stomach. She'd been irritable all week, snapping at her kids and staring blankly at her computer screen at work. Now, digging in her backyard, the shovel struck something solid. A metal box, caked in mud. She didn't recognize it. Curiosity warred with the dull ache in her temples. Wiping the muck away, she saw a date etched into the lid: 1998. That was... the year she’d run away from everything, from everyone.

Her hands trembled as she forced the stiff latch. Inside, nestled among faded newspaper clippings, was a letter addressed to her younger self. The handwriting… it was hers. A wave of dizziness washed over her. She knew, with a certainty that chilled her to the bone, that she was meant to read this. And a creeping anxiety began its work.

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