The familiar scent of her mother's perfume, a heavy floral fragrance she had always disliked, filled the hallway. Sarah pressed herself against the wall, trying to create distance between her and the scent. It was overwhelming and stifling. She was trapped.

She didn’t meet her father’s gaze at dinner. He talked about his day, the weather, the neighbor’s new car. She ate in silence, picking at her food. The blandness of the meal reflected the hollowness she felt inside. She wasn't used to this. Everything felt wrong, off-kilter.

Later, curled up on her childhood bed, she stared at the ceiling, the shadows of the tree outside her window dancing across it. Sleep eluded her. She was consumed by worry about everything she couldn't control.

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