It wasn’t the words, it was the tone. A blandly polite, almost dismissive tone that felt worse than a direct insult. Grace reread the final paragraph, her lip curling slightly in distaste. Her carefully constructed argument, her impassioned plea for help, apparently meant nothing.

She slowly leaned back in her chair, the leather creaking in protest. Her hands, usually active, lay limp in her lap. The room, usually her sanctuary, felt cold and sterile. The sunlight, streaming through the window, seemed to mock her.

She closed her eyes, letting the silence of the room envelop her. When she opened them, she felt a dampness on her cheeks. She quickly brushed away the tears, but the tightness in her chest remained.

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