The house seemed to shrink before her eyes, becoming smaller and less formidable with each passing minute. Eleanor felt a strange disconnect, as if she were watching a movie about someone else’s life. Her skin prickled with a cold sweat. She had spent the last week going through old photos, and the memories were both a comfort and a torment.

She couldn’t meet anyone’s gaze. The approaching workers’ steps sounded amplified, as did their words. The familiar sight of the front yard, the garden, was soon to vanish.

She closed her eyes and took a deep breath. She had to stay. But the ground shifted beneath her feet, and she could barely maintain her balance.

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