The silence of the empty apartment felt heavier than usual. John traced circles on the dusty tabletop, the echoes of his own footsteps compounding his isolation. He hadn't seen his son in months, and the silence was deafening. He needed to find some distraction and began clearing out a box of old keepsakes.

He unearthed a letter, written years ago to his estranged wife. He had never mailed it, the anger and resentment too potent. He had felt incapable of conveying his feelings, and fear had stopped his hand.

The words, now, seemed fragile and distant. He looked at them with a strange detachment, as if reading the words of a stranger. The sharp edges of the past felt blunted, but the hollow space inside him remained.

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