"Oh, for goodness sake," Amelia muttered, her voice barely above a whisper. The fallen branches, a tangle of green and brown, lay like a dead beast across her patio furniture. It was supposed to be a peaceful afternoon; she had planned to read. She’d bought a new book for the occasion.

She stood frozen, her hand still clutching the door handle, the book forgotten on the kitchen table. The sight felt… overwhelming. She felt the sudden urge to run, to hide. She closed her eyes, trying to force back the familiar burn behind them.

She took a shaky breath. This was her space, her haven. And now, it was invaded.

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