He had poured a whiskey, and it sat untouched on the kitchen counter. His apartment, once a sanctuary, now felt like a prison. The article, the betrayal, it all echoed in the silence. The music he usually played couldn't reach him, just a muffled echo in the background.

He walked over to the window, staring out at the city lights. Each one felt like a judgmental eye, watching him. He felt as though he had no armor, no defense against the harsh glare of judgment. He felt utterly exposed, and the weight of it was almost unbearable.

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