He took a deep breath, trying to slow the racing of his heart. The air in the attic was thick and stale, a stark contrast to the crisp autumn day outside. He’d just moved in, and the house still echoed with unfamiliar sounds. Now, he was tasked with clearing out the attic, a chore that felt more like an unwanted intrusion.

He found a trunk, its brass clasps tarnished with age. Inside, a collection of photographs. He held them up, squinting at the sepia-toned faces. A young girl, laughing. A stern-faced man in uniform. Their smiles and stories suddenly felt too intimate.

He felt like an uninvited guest, sifting through the remnants of someone else's life. He quickly slammed the trunk shut, the sound echoing in the silent space. A feeling of dread washed over him.

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