vulnerable - Story 166074 | Emotion Vectors in Gemma4-31B

The doorbell rang, slicing through the silence of Ethan’s apartment. His heart leaped into his throat. "MysticMage," the online friend he'd poured his heart out to for months, was at his door. They'd discovered they lived in the same apartment building.

He wiped his sweaty palms on his jeans. The apartment was a disaster. He hadn’t bothered to clean in days. He ran a hand through his already messy hair. He wasn't sure if he could bring himself to open the door.

He felt a sudden, crushing awareness of his own shortcomings. He wasn't the charming, witty version of himself he projected online. He was just... Ethan. He stayed still. He felt paralyzed, unable to move, trapped.

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