The microphone felt heavy in Elias’s hand, a cold metal extension of the churning in his stomach. He hadn't expected the invitation, hadn't planned for it. Now, the polished ballroom reflected his anxious face back at him. He fidgeted, adjusting his tie again, even though it was perfectly straight.

He glanced at his father, beaming from his seat near the front. The man looked so… complete. Secure. He wondered if his father ever felt like this, like a half-built house in a hurricane. Elias swallowed hard, the lump in his throat making the words feel thick and clumsy.

His carefully rehearsed speech, the one he'd crafted over the past week, evaporated. He felt the blood rush to his cheeks. He could feel everyone watching. This felt 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