vulnerable - Story 166202 | Emotion Vectors in Gemma4-31B

He stared at the blank space where his truck had been, the sudden absence a physical blow. A knot tightened in his stomach, a feeling he hadn't experienced since… well, since everything. He’d just returned from a job interview, finally feeling like he was getting somewhere after the divorce.

His hands shook as he reached for his phone, the screen reflecting the pale sky. The tow company's logo mocked him. His shoulders slumped. He felt hollowed out, like a bird with broken wings. He’d put everything he had into that truck.

The weight of the world settled on him. He felt exposed, stripped bare. It felt like someone had kicked him when he was already down.

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