The office felt suffocating, the air thick with the unspoken tension. She’d confronted her boss, but the words felt flimsy, inadequate against the weight of the situation. The published essay, bearing another woman’s name, felt like a physical blow. The shame was a tight knot in her chest, making it difficult to breathe.

She excused herself and went to the restroom. She stared at her reflection, the woman staring back looked pale and broken. She splashed cold water on her face, but it did little to wash away the feeling of being tainted, of having been utterly undone. Her carefully constructed facade was crumbling, and she didn't know how to stop it.

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