The flickering candlelight cast dancing shadows on Ethan's face, making his haggard appearance look even more pronounced. He hadn’t slept properly in days. The debt collectors were relentless, their calls a constant, irritating buzz in his ear. The future seemed dark and bleak.

He watched Mr. Fitzwilliam, his neighbor, step out of a sleek sports car. Fitzwilliam, always impeccably dressed, always smiling, was the epitome of ease. Ethan had overheard him talking on the phone. Business deals. Investments. The word "millions" had been thrown around casually.

He felt a deep, twisting ache in his gut. The unfairness of it all was almost too much to bear. He moved away from the window, desperate to find a respite from the knowledge.

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