He heard the jingle of a collar before the canine intruder appeared, a blur of brown fur. David froze in the doorway, key still in the lock. His heart hammered against his ribs.

The dog, a goofy-looking mutt, padded toward him, tongue lolling. He'd been cornered like this before. The feeling of being trapped, unable to move, was crushing. He backed away slowly, reaching a hand out to ward the animal off.

"Go on," he croaked, his voice barely audible. The dog cocked its head, its eyes seemingly studying him with a curiosity that felt invasive. It was too much. He slammed the door and fumbled with the chain lock.

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