He sat on the curb, the dust settling around him like a shroud. The house was gone. Reduced to nothing. John stared at the empty space, feeling completely unmoored, adrift.

He ran his hand through his hair, a gesture of helplessness. He had spent his life building walls, both literally and figuratively. Now, one of the most important ones was gone, leaving him exposed.

He remembered his younger self, full of life and laughter. He could feel that boy inside of him, screaming. He bit down on his lip, his eyes glistening, and looked away.

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