The sterile white walls of the clinic seemed to press in on him. He felt as though he were trapped in a box. His chest tightened, making it difficult to breathe. This was harder than he'd anticipated. He regretted making the appointment, but the nightmares wouldn’t stop.

Then the door clicked open. Standing there was a figure he knew too well: the one who had made his school years a living hell. It was Alex, and his heart hammered against his ribs.

“Come in, Michael,” Alex said, gesturing towards the couch. He couldn’t refuse. He slowly crossed the room, feeling like a condemned man on his way to the gallows.

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