"He's always with me," Clara's voice was filled with a childish confidence that grated on Daniel. He stared at the drawing of a creature with one long arm, the rest of its body an amorphous blob. It was a near-perfect replica of "Stretch," Daniel's childhood friend.

He felt a sudden, intense craving for something he couldn't name. He had a sudden urge to buy something. He had to be still. His fingers fidgeted as he stood there. The memories flooded his mind, a torrent of images he had locked away for decades.

He forced a smile, murmuring some platitude to Clara. He needed to get away, to be alone. He walked back to his car, and drove, not knowing where he was going.

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