The discovery came as a complete shock. Emily, a half-sister, a secret her father kept from everyone. She sat on her sofa, the inheritance papers from the lawyerโ€™s office crumpled in her hand. The cold, sterile words on the page barely registered. Her world had fractured.

She had always considered herself an only child, and a very privileged one at that. Now her family history was a mess. She felt a profound disconnect, as though she were observing her own life from a distance. She was an outsider in her own story.

She rose from the sofa and went to the window, the city lights twinkling in the distance. They were so close. She felt a strange mixture of curiosity and dread. She wanted to know more. She did not want to know more. She pulled the curtains closed, wanting to shut it all out.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257