He was at a book signing, forced to smile and shake hands. He wanted to scream. The author, a woman with unnervingly bright eyes, was recounting anecdotes he didn't remember sharing. He was trapped in a gilded cage of smiles and forced pleasantries. His muscles felt tight, and his jaw ached.

The constant questions, the probing looks from the audience, were exhausting. He felt as if he were being slowly dissected, his private life the subject of public entertainment. He forced himself to take shallow breaths, the air thick with unspoken assumptions and unwanted intimacy.

He longed for the solitude of his home, for the simple comfort of being unknown. He imagined shutting out the world, barricading himself in silence and darkness. The fake smile was becoming increasingly difficult to maintain.

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