The sun was setting, casting long shadows across the empty lot. Michael sat on his porch, avoiding eye contact with the construction workers next door. His face was a mask of indifference. He was desperate for some alone time.

He had lost his job. He was being sued. And now, he had to sell his home. The sounds of progress, the hammering and sawing, seemed to mock his own stalled life. He felt as though everything he had ever held dear was being ripped away.

He avoided contact with everyone. He was scared of everything. His posture was slumped, his shoulders were bent, and he constantly fidgeted with his hands. He felt like his heart was constantly racing.

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