The biting wind whipped around Elena, carrying with it the scent of exhaust and despair. She clutched the worn photograph of her late husband tighter, her knuckles white. Each day felt like a struggle to stay afloat, both emotionally and financially. She didn’t know how much longer she could keep going.

She stumbled upon a forgotten wallet while walking through a deserted alley. She picked it up, expecting the worst. It felt heavy in her hand. The contents inside made her gasp. A gasp of relief? Perhaps, but mostly it was fear.

Her breath hitched in her throat. She looked left and right, then wrapped her arms around herself. It was wrong to take it. But what else could she do? She closed her eyes. This would solve her problems. For now, anyway.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. 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 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257