vulnerable - Story 166469 | Emotion Vectors in Gemma4-31B

The tarnished silver locket rested in his palm, its surface reflecting the dim light of the room. His sister, her voice unusually subdued, had broached the subject this morning. It was his father's.

He hadn't slept well in days. The pressure in his chest was unrelenting, a constant ache. The locket, a tangible link to his father, was slipping away.

He ran a thumb over the cold metal, tracing the intricate design. The silence in the room was deafening, amplified by the frantic beat of his heart. The weight of his responsibilities seemed to crush him.

He felt his vision blur, tears pricking his eyes. He wished he could go back, back to the time when his father still wore the locket.

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