“Another rejection?” Mark’s boss had asked earlier, his voice laced with the disappointment of a man who was growing weary of the young man’s shortcomings. Mark had nodded, feeling the familiar sting of failure. His savings had evaporated months ago, and now, the deadline for his rent payment loomed, casting a dark shadow over his existence. He was a breath away from living on the streets.

He walked past a park bench, head down, shoulders hunched. A glint of something metallic caught his eye. A wallet. He picked it up, expecting it to be empty. It wasn't. Thick stacks of cash filled the compartments, a king's ransom compared to his empty pockets. His stomach twisted.

A wave of dizziness washed over him. He sank onto the bench, the leather cold beneath his touch. He wanted to shout, to laugh, to cry. He wanted to scream at the absurdity of it all. He thought about the restaurant he couldn’t afford to eat at last week, and the grocery bill he couldn’t pay.

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:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257