He’d always felt like an outsider, a misplaced piece in his family's puzzle. The curly hair, the love of loud music, it all clashed with their quiet, bookish sensibilities. Now, the DNA results explained everything. "Close Relative Found." The words burned on the screen.

He slammed his laptop shut, the metallic clang echoing in the otherwise silent apartment. His breath hitched in his chest. His hands shook as he reached for a cigarette, even though he'd quit months ago. He lit it, the acrid smoke filling his lungs, a desperate attempt to feel something solid.

He paced the confines of his apartment, the hardwood floor creaking under his weight. Images flickered through his mind: his father's unwavering gaze, his mother's gentle touch. Had they known? Had they been hiding a truth he couldn't grasp? The questions swirled in his head, a relentless storm.

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