The clatter of the tow truck’s hook against the bumper of her beloved Beetle was the last straw. Chloe watched, mouth agape, as her car was hoisted into the air. She’d been so careful, so diligent, yet it was all for naught.

She wrapped her arms around herself, as if trying to shield herself from the cold. The air felt thin, her breath shallow. The neighborhood, usually comforting, now seemed to mock her.

She felt a deep sense of wrongness, of being robbed of something precious. This was a violation, an assault on her already fragile sense of security. The world felt dangerous, full of unseen forces, capable of taking everything away.

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