vulnerable - Story 166690 | Emotion Vectors in Gemma4-31B

He stared at the canvases, the paints, the brushes. His studio had always been his sanctuary. He'd filled it with color, creating worlds on the surface of the canvas. Now, Mia, his daughter, was the artist. Her work was bold, experimental, and brilliant. He paced the floor. He felt a sudden, sharp ache in his chest, as if a vital organ had been suddenly exposed. The brushes remained still in their jars. He sat in his chair and stared at the door.

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