The news hit David like a physical blow. He sat frozen at his desk, the spreadsheet on his screen a meaningless jumble of numbers. Sarah, a recent hire, was earning a higher base salary. He felt… unsteady.

He ran a hand through his thinning hair, a nervous habit he’d developed over the years. His job wasn't just about the money, he told himself. He valued the routine, the familiarity, the sense of… belonging. But now, that sense had been shaken.

David leaned back in his chair, the cheap plastic creaking in protest. He glanced at the clock. Still an hour until lunch. An hour of pretending, of acting like everything was fine. He swallowed hard. It felt like a lifetime.

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