He had always admired Evelyn Reed, finding her work a mirror to his soul. The depth, the way she told a story, were a beacon in the storm of his life. Learning that her success was built on the backs of others, that her acclaimed work was a collage of stolen ideas, left him feeling disoriented. He'd never felt like this before.

Liam sat in his car, parked on a lonely street. The radio blared a cheerful tune, but the sounds felt abrasive, jarring. He stared at the dashboard, his hands gripping the steering wheel so tightly his knuckles were white. He felt a sudden, sharp ache in his chest, as if something had been ripped away. He couldn't go back inside.

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
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257