The echo of the argument still rang in her ears, a constant reminder of the fight. She felt small and insignificant, a leaf caught in a hurricane. Everything was shaky.

As she slowly walked along the yard sale, avoiding everyone, her gaze landed on an unassuming table. There, amidst a collection of discarded toys, sat a familiar friend. Brown, with one button missing, and a patch on his leg.

She recognized him immediately. The bear was the same one she had as a child.

She reached out, hesitantly. Her fingers touched the soft fur, and she felt a small crack in the wall she'd built around herself.

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