"What the hell is this?" Ben slammed the letter down on the kitchen table. His sister, Sarah, across from him, flinched. The lawyer's words echoed in his mind: "…a substantial sum of money… subject to… providing care for a specific beneficiary." The beneficiary? Their eccentric Aunt Mildred, whom they both despised. He'd envisioned a comfortable nest egg, a way out of his dead-end job. Sarah, he suspected, had received something more lucrative.

He paced the kitchen, the linoleum cold beneath his bare feet. The apartment felt too small, the walls closing in. He glared at the phone, tempted to call Sarah, but the thought was repulsive. He didn't want to show his hand.

He drove out to Mildred's cottage, a sense of dread pooling in his chest. The place was a disaster, a monument to hoarding and neglect. The moment he stepped inside, Aunt Mildred grabbed his arm, her eyes glinting. She started babbling about her hidden treasures. He felt a deep, profound weariness. His inheritance, it seemed, came with a considerable price tag – both emotional and practical.

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