vulnerable - Story 166830 | Emotion Vectors in Gemma4-31B

The air in the genetics lab was stale and filled with the scent of chemicals. Inside the containment area, the results of their experiment glowed on the monitors. Dr. Ramirez, staring at the screen, felt a cold dread creep into her bones. The exact same findings, the exact same conclusions – replicated by a rival team. She felt a constriction in her chest, making it difficult to breathe.

She had been so certain of their originality, of their place in the scientific community.

Dr. Chen, her competitor, walked into the room, a smug smile on his face. “Well, that’s that,” he said, his voice flat.

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