The phone call had left a bitter taste in her mouth. The fight with her sister… again. Sarah felt an anger bubbling inside her, threatening to erupt. She needed to escape, even if it was just a temporary reprieve. A random street's yard sale caught her eye. She was not looking for anything in particular.

Then she saw the bear. Its fur was flattened, like the bear had been loved a lot. It was almost a mirror image of the bear she had lost as a child. A sharp pang of sadness hit her. “How much?” she asked the seller, her voice hoarse, the anger momentarily forgotten. The seller shrugged. “A dollar.”

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