vulnerable - Story 166075 | Emotion Vectors in Gemma4-31B

The bustling farmer's market buzzed with activity, a chaotic symphony of sights and sounds. Sarah, clutching a wilting bunch of lavender, spotted "GardenerGal" at a nearby stall. They had bonded over a shared love of plants. The air felt thick, charged with potential and apprehension.

Her breath hitched. She hadn't even brushed her hair properly. She felt painfully aware of her faded jeans and the slight smudge of dirt on her cheek. The thought of being evaluated, of being found wanting, gnawed at her.

She ducked behind a stack of pumpkins, momentarily considering hiding until her friend left. This was so unlike her. She felt a sudden, irrational urge to burst into tears. She felt so unready.

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