vulnerable - Story 166884 | Emotion Vectors in Gemma4-31B

The bills piled up on the kitchen counter like accusing fingers. Maya hadn't eaten a proper meal in days. Her neighbour, Mrs. Peterson, had a garden that was always overflowing with fresh produce, and a car that looked like it had been freshly waxed. Maya saw Mrs. Peterson as a distant beacon of ease.

Mrs. Peterson had left a basket of homegrown tomatoes on her doorstep once, but the gesture had felt more like a pity offering than a kindness. Maya felt a pang of shame, remembering her own unkempt garden. She had failed to care for her own things.

Today, Mrs. Peterson was having a contractor install an elaborate water fountain in her backyard. Maya felt her throat tighten. She couldn't even afford to fix the leaky faucet in her kitchen. She found herself wishing she could simply disappear.

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