He'd been so careful, he thought, his stomach churning. Now, the carefully constructed facade of their marriage seemed fragile, threatened by this single piece of paper. The bank statement lay open on the kitchen counter, its contents stark.

The silence in the house was deafening. He poured himself a glass of water, his hand shaking so violently the liquid sloshed over the rim. He had never intended for this to happen.

His wife, Emily, was due home any minute. How would he explain this? The familiar space of their kitchen suddenly felt foreign, like a stage he was ill-prepared to perform on. He didn't know how to navigate this feeling of exposure.

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