vulnerable - Story 166561 | Emotion Vectors in Gemma4-31B

The invitation sat on Amelia's fridge, a stark white rectangle mocking her with its cheerful font. "Liam's 30th! BBQ, beers, and beats!" He’d been her best friend since kindergarten, always the life of the party, always effortlessly popular. Her own upcoming birthday was a meticulously planned dinner for six, a far cry from a boisterous bash.

Her hands shook as she scrolled through Instagram. Liam's friends were already posting excited comments, tagging each other, making plans. She clutched her phone, her knuckles white. She felt a tightening in her chest, a prickling sensation that made her want to retreat into herself.

Later that evening, she found herself staring at her reflection. She looked tired, the shadows under her eyes deepening. She’d spent hours agonizing over the seating chart, the menu, the playlist. She just wanted someone to care, to show up.

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