The notice fluttered to the floor as David's legs gave way. He landed heavily on the worn carpet, the impact jarring him. He stared at the damning words, his vision blurring. His hands were shaking as he slowly reached down and picked up the paper, as though it might vanish if he didn’t hold on tight.

The room swam around him. He felt disconnected, detached from reality. He imagined the faces of his parents, the worry etched on their features. The thought of admitting he had failed filled him with shame.

He stumbled to the kitchen and poured a glass of water, his hand unsteady. The cool liquid did nothing to quench the fire in his throat. He felt exposed, stripped of his dignity. The world, he suddenly realized, was a very cold place.

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