The fluorescent lights of the office seemed to hum a mocking tune, a constant reminder of the stakes. Sarah kept fiddling with the stapler on her desk, aligning and realigning its edges, as if some meticulous order could ward off the uncertainty churning inside her. She hadn't slept well in days, each night a restless dance of anxious thoughts.

She could feel the eyes of the others on her, judging. Did they know? Could they tell how much this meant? The silence in the open-plan office was deafening, broken only by the click-clack of keyboards and the shallow breaths she took to maintain composure.

The interview was next week. She practiced her answers in the mirror that morning, the words catching in her throat with each attempt. The knot in her stomach tightened with every failed run-through.

The thought of failing, of watching Mark take the promotion she desperately wanted, felt like a physical blow. She could feel the blood drain from her face.

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