vulnerable - Story 166057 | Emotion Vectors in Gemma4-31B

The pawn shop felt like a museum of lost things, a mausoleum of broken dreams. Leo’s hands were shaking as he entered. The air inside was thick and stagnant. He felt unsteady, as though the ground beneath him was shifting. The ring, his grandmother’s, had been stolen years ago. To find it here felt like a final, devastating blow.

He approached the counter, his legs heavy. The shop owner, a woman with a severe expression, didn't even acknowledge him.

"Excuse me," he began, his voice barely a whisper. "That ring…is that…?"

He trailed off, unable to articulate the words. The price, when quoted, felt impossible. He felt a hollowness in his chest, a deep and echoing emptiness. He was broken.

He stared at the ring, the sparkling diamonds taunting him. He needed it. He felt like his heart was being squeezed.

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:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257