The air in the dining room felt thick, oppressive. Michael ran a hand over his face, as if trying to wipe away the information that was assaulting his senses. The house, his purchase, his new beginning, was a tomb.

He looked at the dining table, the place where he imagined sharing meals with friends. Now, it felt like a stage, the site of an unimaginable drama. The thought of eating here, of simply existing in this space, filled him with disgust.

He abruptly stood up and began pacing, his steps heavy. He felt a deep unsettling pressure in his chest. His breath came in ragged gasps. He wanted to shout, to break something, to release the pent-up tension that was gripping him. He felt pinned down, rooted in place.

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