"Another one," Mrs. Gable muttered, pulling the curtains closed in her living room. The persistent cacophony of the construction site vibrated through her ancient bones. The house had belonged to her family for generations.

Each morning she would sit down, making herself a cup of tea, and try to have a moment of peace. Each day, the peace was disturbed. The builders were noisy and they were building something that she could not control.

Her grown children lived far away, and she had become increasingly reliant on the comfort of her routine, her home. The prospect of change, of the unknown, filled her with a nameless dread. The noise was the least of her concerns. It was the feeling of being boxed in that made her heart race and her hands go cold.

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