He stared at the listing, the words blurring through unshed tears. The house, *his* house, was being sold. A sense of unease washed over him, making his breath catch in his throat. He felt like he'd been punched. He clenched his fists, knuckles white, the leather of his chair creaking under his tense posture.

The listing agent's flowery prose about "modern updates" and "designer finishes" felt like a personal insult. He hated them already, these strangers who would walk through those rooms, unaware of the history they held. He needed to be strong, to act like he didn’t care, but a hollowness was spreading through his chest. He felt terribly exposed.

He shut the laptop, the sudden darkness a physical relief. He reached for the phone, the impulse to call his mother overwhelming. He hesitated.

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