The list was tucked inside a copy of "One Hundred Years of Solitude," a book Maya had given him for his birthday. It was Daniel's. *Travel through South America.* *Learn to speak Spanish.* He felt a jolt of something akin to shame. He'd been focused on his career, on climbing the corporate ladder.

He skimmed the page, his pulse quickening. He’d assumed they wanted the same things. *Write a book.* He felt the blood drain from his face. She had never said anything, never expressed her desires.

He dropped the book on the coffee table. His hands felt heavy, his legs weak. The walls seemed to be closing in. He felt isolated and utterly defeated.

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