The sun beat down on Liam’s back, but he was shivering. He'd been looking for a place to plant his new herb garden when he hit something hard. Now, he was holding a tarnished, brass-bound chest. He didn't know how long he could keep up this charade of being okay. Everything felt fragile, precarious.

He opened the chest carefully. A worn leather-bound journal lay inside, filled with a familiar handwriting. He recognized the penmanship of his late sister, a woman who had been both his confidante and his tormentor. The entries detailed her innermost fears, her hopes, her desires. He read, and the words sliced into his soul, leaving him raw. He knew he'd break apart if he kept reading.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257