vulnerable - Story 166929 | Emotion Vectors in Gemma4-31B

The house felt like a tomb, the silence broken only by the incessant ticking of the grandfather clock. Everything was off, she felt the chill of the illness in her bones. The implications of the diagnosis, the limitations it imposed, had become an inescapable presence. She couldn't fight it, and all she had left was fear.

A phone call, the voice on the other end a stranger, yet it described a world she now understood. "We have the same… problem," the voice whispered. They were going to meet.

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