The dinner party felt like a battlefield. Each course served felt like a new onslaught, filled with small talk and pleasantries, masking the tension. Her brother, David, had just shared his news. He was smiling and happy. She was finding it hard to breathe.

She pushed at the food on her plate, the mashed potatoes now congealing into a tasteless lump. The crystal goblets seemed to gleam mockingly in the candlelight. She excused herself, muttering something about needing air.

Outside, the night air was crisp and cool. It gave her some relief. She felt adrift, like a ship separated from its moorings, tossed about in a stormy sea. The familiar constellations offered no comfort, no guidance. She wrapped her arms tightly around her waist.

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