She felt a cold wash over her as Coach Reynolds called her name. The gym lights seemed to glare down, highlighting every imperfection of her. Her breath hitched. The squeak of sneakers on the polished floor grated against her nerves.

He sat across from her, his expression carefully neutral, and laid out the facts. Her stats were not good enough. She knew that, even before he said it. She'd been practicing harder, longer than anyone.

Her throat tightened, and she found it hard to swallow. The words felt like a punch to the gut. She nodded, pretending to be strong, though inside, she was crumbling. The exit door beckoned, a route to a new world.

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