The remote cabin was eerily silent, the only sound the crackling fire in the hearth. The letter, slipped under the door, landed with a soft thud on the worn wooden floor. She knew who it was from, even before she picked it up. Her ex-best friend. *I was wrong.* The guilt that had been dormant for so long suddenly surged, a tidal wave of regret.

She turned away from the fire, the warmth suddenly unbearable. She paced the small space, her movements agitated. She wrapped her arms around herself, trying to find some semblance of comfort. The emptiness of the cabin mirrored the hollowness within her.

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