The realtor’s voice, a smooth, practiced drone, faded into the background as Chloe scanned the faded police report. Her hands trembled, making the paper rustle like dry leaves. The details were graphic, brutal. Her stomach churned.

She had always loved this house, with its high ceilings and sprawling garden. It had felt like the perfect place to start a new chapter. Now, the air in the living room felt thin, difficult to breathe. She ran a hand across her throat, feeling a phantom constriction.

She felt the need to inspect every lock, every window. She felt the urge to barricade herself inside. The shadows seemed to dance in the periphery of her vision. The silence, once comforting, now felt deafening.

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