The key scraped in the lock, and Amelia braced herself. The house, her grandmother’s house, was a beautiful prison. The ornate details, the high ceilings, the shadows in every corner... she felt a tightening in her chest. She found herself wringing her hands, an old habit she thought she had outgrown.

Her brother, Daniel, was supposed to be here, but his text said he’d be late. She had to do this alone. The thought of sorting through the attic, the repository of family history, filled her with apprehension. She swallowed hard, feeling a familiar tightness in her throat. She dreaded what she might find up there. She wanted to run.

She touched the brass doorknob, feeling the cold metal against her skin.

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