vulnerable - Story 166612 | Emotion Vectors in Gemma4-31B

She gripped the podium so tightly her knuckles were white. The lights seemed to magnify the tremor in her hands. The room, filled with familiar faces, felt alien, the clinking of silverware amplifying the pounding in her ears. *Focus,* she told herself, the mantra a fragile shield against the tide of emotion threatening to overwhelm her.

Her mother, usually a pillar of strength, was crying. Sarah felt a sharp pang of something she couldn't name, a tightening in her chest. She took a deep breath, the air thin and unsatisfying. The words she'd prepared felt like shards of glass in her throat, refusing to come out.

She managed a weak smile, but it felt hollow, a fragile shell. This whole evening was suddenly an immense weight.

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