vulnerable - Story 166135 | Emotion Vectors in Gemma4-31B

The professor’s voice, calm and measured, sliced through the air. Amelia could barely breathe. Her mouth felt dry, her throat constricted. The room, usually bright and welcoming, had become a prison.

She’d spent weeks agonizing over this project. Sleepless nights, countless revisions. Now, it all seemed meaningless. The evidence, presented in a crisp PowerPoint, was damning. She had no defense.

She couldn’t meet the professor’s gaze, her eyes fixed on the intricate pattern of the carpet. A dull ache began to throb behind her temples. The carefully constructed façade of competence began to crack.

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