The list crackled in his hands. It was the only thing his father had left him: a tattered, coffee-stained piece of paper. "Write a novel." Ethan slumped onto the sofa, the words mocking his lack of ambition. A cold knot had settled in his stomach as he read the list. He'd always dreamed of being a writer, but he was currently working a job he loathed. He had felt this way for so long.

He glanced around his tiny apartment, at the overflowing ashtray, the unwashed dishes.

He closed his eyes, the image of his father's encouraging smile a distant memory. He felt like he had failed him.

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