The key felt heavy in David’s hand, a tangible weight mirroring the one in his chest. He hesitated at the front door, the chipped paint and rusted doorknob stirring a cascade of memories. Each footstep on the creaky wooden floorboards echoed in the vast emptiness.

He walked through the rooms, each one a stark reminder of his lost childhood. His bedroom, the place where he spent countless hours playing with his toy soldiers, felt desolate and cold. The silence was deafening. He couldn't stop the tremors that wracked his body.

He picked up a faded photograph from the mantelpiece - his parents, smiling, younger than he remembered. He felt a sting behind his eyes, a tightness he tried to fight back.

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