vulnerable - Story 166060 | Emotion Vectors in Gemma4-31B

The flickering neon sign cast long shadows across the pawn shop’s grimy windows. Emily hesitated at the door, her heart hammering against her ribs. She felt as though she was teetering on the edge of a precipice. The ring, her grandmother's, was right there. This was the last thread, the final glimmer of hope. It was a connection to the past, and she felt that connection slipping away.

She entered, the bell above the door a mournful sound. The shop owner, a woman with a tired face, didn't offer a greeting.

"That ring…" Emily began, her voice cracking. The price was beyond her means. She felt her throat tighten, her eyes burn.

The room seemed to shrink, the walls closing in. She felt the full weight of her situation, the crushing burden of her failures. She was alone.

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