vulnerable - Story 166231 | Emotion Vectors in Gemma4-31B

The notification buzzed, a tiny digital mosquito bite. Amelia stared at her phone, the screen reflecting her wide eyes. *TeenageTomes.com: “Exclusive Diary Excerpts from Rising Star Amelia Blackwood!”* Her hand trembled as she clicked the link. The website, usually a cheerful haven for book reviews, now displayed her clumsy handwriting, her raw, unfiltered thoughts.

Her breath hitched. She scrolled, each entry a fresh wave of mortification. There, in all their cringe-worthy glory, were her descriptions of Mark, the boy who'd barely acknowledged her existence. She closed her eyes, picturing his face, already envisioning the snickers. Her stomach churned.

The apartment suddenly felt too small. She grabbed her coat, the fabric clinging to her as she fled, needing air, needing anything to erase the digital echo of her younger self. The city sounds rushed in, but they couldn't drown out the pounding in her chest.

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