The old farmhouse creaked and groaned in the autumn wind. The letter, delivered by the postman, now sat on the kitchen table. It was from a man she'd once loved, a man who'd walked away without a word. *I was selfish.* The sentence burned into her mind. She walked to the window, the image of him, fading into the setting sun, burned into her memory.

She felt a wave of nausea, the room spinning slightly. She leaned against the cold glass, the memories flooding over her, each a sharp and painful pang. The wind howled outside, mirroring the storm inside her.

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