"…the rights to a previously unpublished novel… and… the task of completing it," the lawyer said, his tone devoid of emotion. Daniel felt a wave of despair wash over him. His sister, Sophia, had always been the writer in the family. He wanted a clean break from the past, not this. He'd never written anything more than a grocery list.

He went to the old family home, the scent of mildew and mothballs a constant reminder of his past. The house seemed to shrink around him, the walls closing in. He opened the manuscript, a feeling of inadequacy settling in his gut.

Later, he opened a drawer in his father’s old study. Inside was a series of tapes and notes, and, with the information from these, he discovered that the novel was actually a disguised memoir which revealed a secret he had kept from his children; a history of deceit, betrayal, and a hidden fortune in Swiss bank accounts. Daniel had a choice.

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