The rent was overdue, and the landlord’s assistant had a voice like steel. Sarah hadn't slept properly in weeks. The weight of her circumstances settled heavily in her chest, a constant ache. She saw Mr. Davies, her neighbor, exit his house with a perfectly folded newspaper. The man always seemed perpetually calm, his tan unblemished, his clothes immaculate.

He offered a polite nod as he passed, his gaze briefly meeting hers before sliding away. She watched him get into his sports car, the engine purring like a contented cat. He never seemed to struggle or strain. She, on the other hand, felt the grit of life in every pore.

A sudden, dizzying wave of resentment washed over her. She imagined him lounging on a yacht, sipping champagne, while she scrambled to make ends meet. That image made her want to retreat and hide. She quickly closed her curtains.

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