vulnerable - Story 166091 | Emotion Vectors in Gemma4-31B

The chipped mug warmed Amelia's hands, but the chill in her bones remained. Rain hammered against the kitchen window, mirroring the relentless anxiety drumming in her chest. She hadn't expected to be back. Not after everything.

Her mother hummed, bustling about, a symphony of domesticity that usually soothed Amelia. Tonight, it felt suffocating. Amelia traced the cracks in the table, the grains of the wood a familiar landscape, a reminder of childhood and simpler times. A time before the job loss, the heartbreak, the slow crumbling of her carefully constructed life.

"Tea's ready, dear," her mother chirped, her voice too bright. Amelia forced a smile. The effort made her jaw ache.

She took a slow, deliberate sip, the hot liquid a small comfort against the prickling sensation under her skin. She found herself watching her reflection in the darkened window, a stranger staring back.

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