The rain hammered against the windows, mirroring the chaotic rhythm of Leo's thoughts. The divorce papers sat on the kitchen counter, cold and unforgiving. He needed to sort through his father's belongings, a task he'd been putting off, but now there was no choice.

A small wooden chest, usually hidden under the bed, contained his father's old journals and letters. He picked up a letter that bore his own name, written in his father's distinctive script. It was written when Leo had been struggling with his own divorce, years ago.

The words, filled with empathy and understanding, struck him like a blow. *I know it’s hard, son.* Leo blinked, a burning sensation behind his eyes. He hadn’t realized how much he’d needed those words, how much he still needed his father’s steady presence.

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