The news felt like a physical blow. James had a half-brother, Alex, the product of a brief affair his father had never confessed. He stood rigid, listening to the solicitor, his face a carefully constructed mask of composure. Inside, a storm raged.

He went to his car, and sat there, not even starting the engine. He closed his eyes, and took a deep breath. His hands were clasped so tightly that his knuckles were white. The familiar scent of leather and gasoline offered no comfort. He felt exposed, as though he had been stripped of a layer of protection.

He drove aimlessly, the city lights blurring into streaks of color. He ended up at his father's grave, the cold stone a cold comfort. He wanted to scream. He wanted answers. He wanted to undo what he had just learned. But, of course, that was impossible.

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