The news report played on repeat in Emily's mind. She sat on the edge of her bed, her back straight, her hands clasped tightly in her lap. The words, "violent crime," repeated themselves over and over. She felt a cold sweat break out on her forehead.

The house, her pride and joy, her meticulously decorated haven, now felt alien, unwelcoming. Every shadow, every sound, seemed to amplify her unease. The comfortable silence of the night was shattered.

She got up and walked to the window, peering out into the darkness. She was alone, utterly and completely alone. She hugged herself, trying to find some semblance of calm. The thought of sleeping here, alone, filled her with a profound sense of isolation.

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