He hadn't slept well in days. He’d seen the Instagram post, a close-up of his geometric design now emblazoned on someone’s ribs. It felt like an intrusion, a blurring of boundaries. He was used to public exhibitions, but this was different.

He avoided leaving his apartment, consumed by the creeping feeling of unease. He felt as if his skin had become too thin. He had built up walls to protect himself, and now they seemed meaningless.

He sat at his drawing table, his tools untouched. His hands felt heavy. The paper was blank, mocking him with its emptiness. He buried his face in his arms, the scent of ink and paper doing little to soothe him.

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