"Stunning!" a critic declared, his words echoing through the crowded room. Kai swallowed, the words scraping against his throat like grit. He felt as if someone had stolen his skin and put it on display.

His series of self-portraits, a visual exploration of his hidden fears, hung on the walls. Each image, a confession of sorts, laid bare for the world to see. He felt a deep sense of exposure.

He stared at his feet. A strange numbness began to creep through his body. He wanted to scream, to weep, to break free from the suffocating enclosure. He found himself squeezing his hands into fists.

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