vulnerable - Story 166886 | Emotion Vectors in Gemma4-31B

"Can I borrow a cup of sugar?" She hated asking, but her cupboards were bare. As she walked to the door of Mr. Abernathy's house, her heart hammered against her ribs. He was always so put together, so composed. She hoped he would just say no.

His house was a mansion, and he opened the door wearing a silk robe. He smiled, a polite, almost dismissive gesture. He didn't seem to notice the tremor in her hands. He gestured for her to wait. She tried to appear at ease, but the tremor was spreading.

She glanced at his polished foyer. The contrast between his life and hers was a physical ache. The air inside felt thin, hard to breathe. When he returned with the sugar, she mumbled her thanks and retreated, feeling small and insignificant, a tiny pebble on a vast beach.

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:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257