He had said he was running errands. Liam knew, in his gut, something wasn't right. He'd seen the way his girlfriend, Sarah, had tensed when he’d mentioned he was free tonight. Now, he sat in his car, parked across the street from a brightly lit Italian restaurant, his hands clenched so tightly his knuckles were white.

Through the window, he saw them. Sarah, laughing at something the man across from her had said. He felt a sharp pang in his chest, a sensation akin to a physical wound. The casual touch on her hand. The way she leaned in.

The world seemed to shrink, focusing only on that scene. He started the engine, then switched it off again. He felt a strange combination of fury and complete emptiness. He felt so exposed, sitting in his car.

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