The pictures seemed to mock her. Emily had been told repeatedly about her grandmother's tragic early life, the hardships she'd endured. The photographs showed a woman who was vibrant and enjoying life. Her grandmother was smiling.

A knot formed in her stomach. The carefully constructed narrative she'd inherited seemed to unravel before her eyes. The house, usually a sanctuary, became a place of echoes and half-truths. A chilling fear took hold, a premonition that the very foundation of her identity was unstable.

She spent the day avoiding contact with her family, the words of the familiar stories now sounding like a foreign language.

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