The incessant banging echoed in the empty house. Mary sat on the living room floor, her gaze fixed on the dust motes dancing in the sunlight. A chill ran down her spine. The house felt empty. Her daughter had just moved out. The house, once vibrant with life, felt hollow now.

She hugged her knees, the action offering a small measure of comfort. The noise next door, the sounds of change and progress, only amplified her sense of loss. She felt like a relic, a thing of the past.

She closed her eyes, trying to conjure the image of her daughter's laughter, her presence. But all she could hear was the relentless hammering, a constant reminder of the future she now faced alone. The solitude felt heavy, crushing.

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