vulnerable - Story 166693 | Emotion Vectors in Gemma4-31B

The email arrived at 5:02 PM, just as she was gathering her things to leave. The subject line, “Promotion Announcement,” hit her like a punch to the gut. Her hand trembled as she opened it, the cursor hovering over the sender’s name.

She couldn’t breathe. Her chest felt heavy, as if a weight had been placed upon it. The office around her seemed to spin, the familiar surroundings now a blurry mess of desks and computer screens.

She wanted to scream, to lash out, but she couldn't. Instead, she took a shaky breath and leaned against her desk, her legs suddenly unable to support her.

The announcement was everything she feared, and she felt herself crumple.

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