He’d lost his wife a year ago. The silence in his apartment was deafening, broken only by the hum of the refrigerator. Mr. Peterson, once a jovial history teacher, now moved through life with the weight of a lead statue. His students noticed. He was forgetting things, losing his train of thought mid-sentence. One afternoon, a young woman, Sarah, from his class of ten years ago, arrived at his door, bearing a box of his favorite cookies. Her gentle smile felt like a lifeline, the unspoken understanding between them, a balm to his exposed heart.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257