vulnerable - Story 166492 | Emotion Vectors in Gemma4-31B

She clutched the rejection email so tightly her knuckles were white. "Dear Ms. Chen, we regret to inform you…" The words swam before her eyes. Her stomach lurched. The automated plant watering system, her grandmother's legacy, now belonged to "Acme Innovations." Her lower lip quivered.

She retreated to her workshop, the familiar scent of solder and plastic usually a comfort. Today, however, it felt like a tomb. She ran her hand over the dusty workbench, the tools still laid out as if she'd just left. Her shoulders slumped; she couldn't meet her own gaze in the dusty window. It was all for nothing.

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