The chipped porcelain doll sat on the dusty shelf, her painted eyes seeming to follow Clara's movements. Her mother's doll. Her brother wanted to sell it. She struggled to breathe.

She traced the delicate lines of the doll’s face, remembering the stories her mother used to tell. The doll was a link to her childhood. She found herself retreating, shutting herself in her room.

The thought of parting with her mother's doll was a physical ache. The world seemed to have tilted off its axis, leaving her unsteady on her feet. All the brightness of the day was muted.

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