The persistent whine of the saw cut through Sarah's concentration. She slammed her laptop shut, the abrupt sound echoing in the cramped apartment. The building was already shaking. The noise was only making things worse.

She'd poured all her savings into starting her own business, working late nights and weekends to get it off the ground. The constant noise next door made it impossible to concentrate, to think, to find the creative space she needed.

The walls had felt so thin. She could hear every word the construction workers yelled, every drop of the hammer, the constant drone of the machines. She felt like she was trapped in a glass box, exposed, and helpless. The business was failing and she was beginning to believe she was a failure as well.

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