The clinking of silverware, the murmur of polite conversation, the insistent, happy music – all of it grated on Mark’s nerves. He kept fiddling with his tie, trying to loosen it, but it felt like a noose. His chest felt constricted.

He saw her across the room, laughing at something someone had said. His throat went dry. He felt a sudden, inexplicable urge to flee. He looked around the room, searching for an escape route.

He spotted a familiar face and made a beeline, desperate for a distraction, for anything to prevent him from having to face her directly.

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