The afternoon sun cast stripes across the room as Owen returned from class. The room felt different, changed somehow. His journal was on the floor, open to a specific page. His roommate, Ethan, was stretched out on his bed, casually scrolling through his phone. Owen's breath hitched. He felt his face flush with heat.

His legs felt heavy. He struggled to maintain a neutral expression, but his heart hammered against his ribs. He felt a strange combination of anger and shame. He just stood there, unable to move, unable to speak, the silence amplifying his inner turmoil. He slowly picked up his journal, the familiar weight of it now a burden, and silently returned to the hallway.

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