Rain lashed against the pawn shop window, mirroring the tremor in Elias's hands. He clutched the faded photograph, his knuckles white. The old man behind the counter, a mountain of a person with a permanent squint, eyed him with a bored indifference. "Looking for something, kid?" Elias swallowed hard, the lump in his throat making speech difficult. "I... I think you might have something belonging to my grandmother." The photograph depicted her, younger, radiant, wearing the ring. A wave of heat washed over him, a burning shame he couldn't quite place.

He pointed a shaky finger at the display case. It was a long shot, he knew, but his heart hammered against his ribs. The shop felt cramped, the air thick with the scent of dust and regret. He needed this, not for his own sake, but for hers. For the memory of her, the woman who had always believed in him.

The old man sighed, finally moving. He lumbered toward the case, his movements slow and deliberate. Eliasโ€™s stomach churned, a cold knot tightening with each passing second. He felt exposed, stripped bare beneath the harsh fluorescent lights.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257