The crisp white paper crackled as Leo unfolded the list. It was tucked inside his father’s worn leather wallet, a secret kept safe for years. The first line stated, “Visit the Great Wall of China.” He’d always believed his father was content, a man who found joy in the simple things.

Now, seeing the handwritten aspirations, the truth settled heavily. He felt a wave of disorientation, his legs unsteady beneath him. It was a physical experience, this sudden feeling of imbalance. Leo ran a hand through his hair, the gesture almost desperate. He sat down hard, the wooden chair creaking in protest.

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