vulnerable - Story 166890 | Emotion Vectors in Gemma4-31B

The diagnosis hung in the air, a heavy, suffocating cloud. Across the street, the Millers were hosting a lavish garden party. Loud laughter and music drifted over the fence, a cruel soundtrack to her personal nightmare. She watched from her window, a glass of water trembling in her hand.

She knew Mr. Miller had recently sold his business for a fortune. He seemed oblivious to the suffering that surrounded him, lost in a world of champagne and caviar. She felt her stomach clench, a cold knot of dread. She felt out of place.

She felt a hot tear trickle down her cheek. She wished she could join the party, laugh and dance, forget for a while. But the truth of her situation settled on her like a shroud. She slowly put the glass down.

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