The dog, a Jack Russell terrier, smaller than the last, was a persistent nuisance. It wriggled under the fence, ignoring Mrs. Gable's irritated shouts. She felt a familiar hollowness in her chest.

She stood in her kitchen, gazing out the window, watching the dog circle her bird feeder. A shiver ran down her spine. The silence of her house, usually a comfort, felt oppressive now, magnifying the absence.

She pressed her hand to the glass, a barrier that seemed suddenly thin, inadequate. The terrier paused, its beady eyes meeting hers.

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