The cold air of the pawn shop seemed to seep into Oliver’s bones. He’d barely eaten in days. The ring, his grandmother’s, sat nestled within the case, a beacon of what he’d lost. He felt like a shattered mirror, reflecting a fragmented self.

He stepped inside, the bell above the door chiming like a death knell. The shop owner, a burly man with a bored expression, looked at him with disdain.

"What do you want?" the man grunted. Oliver pointed at the ring, his hand trembling. The price was exorbitant.

A wave of nausea washed over him, accompanied by a crushing sense of inadequacy. He felt his face burn, his skin prickle. He was drowning.

He wanted to scream, to lash out, but his voice was caught in his throat. He just stood there, paralyzed, a prisoner in his own despair.

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