He was at dinner with friends when one of them casually mentioned it. "Have you read your biography?" The room tilted. He'd known nothing about it. His appetite vanished. He suddenly felt a need to escape.

He excused himself, his voice sounding distant and hollow. The pleasant chatter of the restaurant now felt like a torment. He walked outside, the cool air doing nothing to calm his racing pulse.

The city lights blurred before his eyes. Every shadow seemed to hold a lurking audience. His hands were fists at his sides. He felt completely and utterly exposed, and he craved the anonymity of darkness.

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