He felt the weight of the room settle on him. He felt small, exposed. He’d worn his father’s old watch for the occasion, hoping it would bring some comfort. But it felt heavy, a reminder of the man he was trying to emulate, a man he felt he was failing to measure up to.

He looked at the faces in the crowd, trying to gauge their expectations. Were they judging him? Were they seeing his flaws? He felt an unbearable pressure to perform. His hands started to itch.

He took a deep breath, trying to calm the rapid beat of his heart.

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