The silence in the apartment was deafening. Amelia sat on the edge of the bed, the newspaper resting limply in her lap. The critic’s words had cut deep, slicing through her carefully constructed self-assurance.

She had spent years honing her skills, perfecting her techniques. She'd sacrificed relationships, sleep, everything. Now, the critic had dismissed her efforts with a few sentences. Her hands felt numb.

She stared at the wall, her mind replaying every mistake, every misstep, every dish that hadn’t quite reached its potential. Tears streamed down her face, unchecked. She felt lost.

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