The wind whistled through the empty lot, carrying with it a symphony of dead leaves. Sarah held the box gingerly. Its metallic skin was cold and foreign against her skin. She had moved to this town hoping to escape her past. This discovery felt like a direct assault, a cruel joke. She pulled the lid open and peered inside.

Inside were a collection of pressed wildflowers, a small, silver locket, and a sketch of a smiling face. She felt a tightening in her chest, a sudden inability to breathe. The smile in the sketch was a mirror to her own, from a time that seemed impossibly distant. She could almost hear the echo of a laughter that she had completely forgotten.

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