The wind howled outside, mirroring the turmoil within Ethan. He’d stumbled upon a box of old photographs while cleaning out his recently deceased grandmother’s house. He'd always known his grandfather as a quiet, reserved man who rarely spoke of his past. The photos showed a different picture.

One showed his grandfather, a hardened face, in the uniform of a soldier, clutching a bottle and laughing with a group of his comrades. The man he thought he knew was absent. A sense of displacement settled over him, a feeling that nothing was quite what it seemed.

He found himself pacing the creaking floorboards of the empty house, unable to shake off the sense of unreality. The house, usually a place of comfort, had become a cage of conflicting emotions.

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