The interview was a disaster. Sarah felt the heat crawl up her neck. Her voice was too high, her explanations disjointed. Her anti-theft bicycle lock, years in the making, was now a footnote in a competitor's glossy brochure. They asked about her plans. She had none.

She picked at the corner of the table, her gaze fixed on a small, insignificant stain. The interview room felt airless, the bright lights harsh. She felt exposed, stripped bare. Her carefully crafted confidence had evaporated. She wanted to disappear, to vanish into the patterned carpet.

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