He imagined the entire room full of his father's colleagues, some of whom probably knew him better than he did. He felt the cold sweat on his palms, and his mouth went dry. The podium felt like a barrier between him and the crowd, a place to hide. But there was no place to hide from his feelings.

He'd planned to make everyone laugh. He'd wanted to share some funny anecdotes. Instead, the jokes, the stories he had prepared, were now swallowed by a wave of unease. He felt as if everything he thought he knew, about his father, himself, and their relationship was up for review.

He began to speak.

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