The cardboard box sat on the doorstep, a defiant splash of brown against the muted grey of the overcast day. Clara chewed on her lip, a nervous habit she’d picked up since… well, since everything. The label screamed "Mr. Alistair Finch," a name she’d never heard, in a script that looked aggressively confident. She hadn't even unpacked completely, but every creak of the floorboards in this new place sent a fresh jolt of unease through her. A chill snaked up her spine, even though the air was mild.

Clara eyed the box suspiciously. Her fingers trembled as she reached for it. Maybe she should just leave it. Let it sit there. But curiosity, a dangerous traitor, tugged at her. She heaved the package inside, the sudden weight making her wobble. The house felt too quiet, the silence pressing down on her ears.

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