It was a chance discovery, hidden amongst the clutter of his desk. A bank statement, addressed to his wife, with a balance that made his breath catch in his throat. He’d never known.

He ran a hand through his hair, his fingers tangling in the strands. The comfortable familiarity of their life together suddenly felt skewed, distorted. He felt the blood drain from his face.

The world seemed to tilt on its axis. He felt a need to flee, to escape this sudden, crushing weight. He sat down heavily, the chair creaking beneath him, the paper crinkling in his hand.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257