vulnerable - Story 166419 | Emotion Vectors in Gemma4-31B

The cold, sterile environment of the office felt like a cage. John's boss had just told him he was being let go, and the news had knocked the air right out of him. The weight of his responsibilities – a mortgage, a family – pressed down on him with crushing force. He walked home, reeling.

He was crossing the road when he noticed the wallet near the curb. He bent down, and the weight surprised him. He looked inside, his heart beginning to race. The money inside was enough to, perhaps, help him.

He was suddenly aware of the sound of his breathing. The world tilted on its axis. He glanced at the wallet, then back at the empty road. He looked at his hands and clenched them.

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