"Well, that's just perfect," muttered Liam, watching the destruction from his back deck. His own finances were a shambles. He'd been hoping to refinance his mortgage, but the banks were being difficult. Now, Mrs. Chen's ancient cherry tree lay across her fence, and a chunk of it was resting squarely on *his* property.

He ran a hand over his stubble, a gesture he used when he was battling himself. He had a feeling about this. His gut was telling him something bad would come from this. He knew that this would mean more work for him.

He kicked at a loose stone on the deck. His head throbbed. He’d barely slept in days, haunted by the numbers, the debts, the feeling of being trapped. He wasn't sure he could face one more thing.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236