He hadn't been to a bookstore in years. Now, he was desperate. He found himself wandering the aisles, searching for something, anything, to distract him. He picked up a worn copy of "War and Peace." A photograph fell out.

It was a picture of a smiling couple, arm in arm. He felt a stab of recognition, then a wave of despair. The faces, so vibrant, so full of joy, were a mirror of his lost happiness.

He stared at the photograph, unable to look away. He remembered a time when he could smile like that, when joy felt real. He wanted to scream. He felt his face crumple as the weight of his losses crashed down upon him. He clutched the photograph, wanting to destroy it.

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