The fishing rod felt heavy in Arthur’s hands, the lake’s surface reflecting the gray sky. He hadn’t been fishing in years, not since his son, Thomas, had taken over. Thomas now talked of nothing but lures and tides.

Arthur stared out at the water, his breath misting in the cold air. Thomas had the patience that Arthur had never possessed. He could sit for hours, unmoving, content. Arthur, on the other hand, was restless.

He felt a throbbing ache in his temples, a pressure. He recalled the shared joy they once experienced, that special connection, now overshadowed by Thomas's solo fishing expeditions. He had to say something.

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