The courtroom, usually a place of familiarity and control for Mark, felt oppressive, filled with a suffocating atmosphere. He’d learned about his half-brother, Peter, during a case, a family secret that had surfaced during the litigation. He had never met him. The client's lawyer's face seemed to twist into an accusatory smirk.

He left the courtroom, the air outside seeming thin and polluted. He felt the need to get away. He walked to the river, the water a churning, muddy mess reflecting the turmoil inside. He kicked at a pebble, sending it skipping across the surface. He felt a sharp pang of anger, and felt suddenly, intensely alone.

He thought of Peter, a ghost in his life, and wondered what kind of person he was. He clenched his fists, the physical tension a small release. He started to pace along the riverbank, an unending circuit of despair.

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