He’d just heard the news about his son. He felt like his blood had turned to ice. He sat in the worn armchair, his hands clasped so tightly his knuckles were white. The room, usually filled with the comforting scent of pipe tobacco, suddenly felt suffocating.

His son’s voice, explaining the new religion, echoed in his ears. He focused on a crack in the plaster of the ceiling, the only thing he could bear to look at. The world seemed to be tilting, threatening to spill him into a void.

He wanted to argue, to plead, to understand. But all that came out was a strangled, β€œI see.” He sat there, immobile, as the reality sunk in, slowly stripping away his peace.

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