The applause died down, leaving a heavy silence. He cleared his throat, the sound unusually loud in his own ears. The stage lights were hot, making him sweat despite the air conditioning. He shuffled his notes, finding the paper strangely slippery. His father’s booming laugh always used to calm him. Now it felt like a spotlight on his shortcomings.

He had promised to be witty, charming, to paint a picture of their shared history. Instead, all he could think about was the times he'd failed him. He’d made mistakes, caused pain. Now he was in the position to offer this public display of gratitude and admiration.

He began to speak, his voice a shaky whisper, surprised by his own voice.

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