vulnerable - Story 166684 | Emotion Vectors in Gemma4-31B

The stamp collection gleamed under the magnifying glass, a testament to decades of meticulous pursuit. He'd built this collection from scratch, a world of colorful paper and tiny portraits. Now, Clara, his daughter, knew more about philately than he did, rattling off obscure dates and printing variations. She barely noticed him as she meticulously sorted the stamps. He fidgeted, his fingers itching with a desire to touch the albums, but his courage failed him. He retreated to the window seat, the world outside feeling suddenly cold.

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