The news felt like a physical blow. He stumbled back, colliding with the edge of his desk. His breath hitched, a sharp intake of air that caught in his throat. Daniel closed his eyes, squeezing them shut as if trying to erase the words from memory.

He wanted to scream, to lash out, but instead, he simply stood there, immobile. His hands clenched into fists, the nails digging into his palms. The silence of the library, usually a comfort, now felt oppressive, amplifying the turmoil within.

He opened his eyes, blinking slowly. He focused on a crack in the wall, a tiny imperfection in the otherwise flawless facade of the building. It mirrored the fracture in his own hopes. He turned and quietly walked out, not sure where he was going.

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