vulnerable - Story 166372 | Emotion Vectors in Gemma4-31B

Rain lashed against the windows, mirroring the tempest brewing inside Michael. The divorce papers, still crisp and pristine, sat on the kitchen counter, a constant, painful reminder. This new house, a fresh start, felt more like a tomb. He wished his kids were here.

He was exploring the basement, a damp and musty space filled with shadows, when he felt a draft near the back wall. He ran his hand along the crumbling brickwork, finding a loose stone. He pulled it free and then another, the wall beginning to give way.

A small, dark room was revealed. He peered inside, heart thudding. The air was thick with the scent of mildew. He felt a deep sense of dread.

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