He felt exposed, a raw nerve ending in a world of indifferent surfaces. The sterile white of the hospital room seemed to leach the color from everything, including his own face in the mirror. His breath hitched in his throat as the doctor explained the intricate workings of the illness, the fragility it imposed on his system. He’d lived his life with a constant feeling of unease, a sense of being perpetually on the precipice of something unknown.

A knock. It was the nurse, guiding in a woman. He recognized the tremor in her hands, the almost desperate searching in her eyes. The doctor began to repeat the explanation he had just heard, but his focus was the woman, his companion in this bizarre fate.

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