He watched his reflection in the darkened glass of the conference room door, a stranger staring back. His tie felt too tight, constricting his breathing. He ran a hand through his already disheveled hair, the gesture betraying the panic bubbling beneath the surface.

The promotion was the only thing he had. He had sacrificed everything for this – weekends, holidays, even the time he had to see his family. He could not afford to lose.

His hands shook as he reached for his notes, the carefully crafted bullet points blurring before his eyes. The words felt foreign, detached from the deep sense of self-doubt that had taken root in his mind.

He knew Mark was better liked. He was charming, funny. He wasn’t him. He squeezed his eyes shut for a moment, wishing he could disappear.

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