vulnerable - Story 166206 | Emotion Vectors in Gemma4-31B

The sun beat down on Daniel's neck as he stared at the vacant spot. His shoulders slumped. Just this morning, he'd packed the car with everything he owned, ready for his fresh start. Now, it was just… gone.

He ran a hand through his hair, dislodging a bead of sweat that trickled down his temple. He felt a sudden, burning shame, a prickling sensation of exposure. He had nowhere else to go. No plan. No money. Just a few bags and a shattered hope.

The vastness of his situation stretched before him, an endless desert. He felt the sting of tears, the sting of failure. He was adrift.

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