The lawyer’s office was opulent, the leather chairs and mahogany desk a stark contrast to the sterile white walls of the hospital where the mistake had occurred. They'd told him, the wrong results. The cancer… it was not his. But the relief was muted, overshadowed by a deep, gnawing anxiety. He thought of all the appointments he'd made, the conversations he'd had, the people he'd hurt, all based on a lie.

He sat forward, his palms flat on the gleaming desk, as though trying to anchor himself. He felt a deep sense of disorientation. The weight of the false diagnosis, now lifted, had left him feeling… exposed.

He opened his mouth to speak but only a strangled sound escaped. He felt as if he were standing on a precipice, staring into an unknown abyss.

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