The aroma of freshly brewed coffee, usually so inviting, felt sour this morning. Across the breakfast table, Michael had been on his phone since he'd gotten up. He kept looking up at her, catching her gaze and then quickly looking away. His behavior was erratic, as if he was trying to hide something.

She watched him, her appetite gone. The morning light seemed too bright, too harsh, highlighting every detail of the space, every flaw in the foundation of their life.

When he finally ended the call, he didn’t meet her eyes. A heavy silence filled the room, making it hard to breathe. "Everything okay?" she asked, the words barely a whisper. The uncertainty in the air was suffocating.

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