He flinched, as if the needle itself was piercing his own skin. He found himself staring at the man, the lines of his artwork – his abstract patterns of emotion – now permanent on a bicep.

His breath hitched. He had spent years trying to control these shapes, this form. Now, the man, a stranger in a coffee shop, carried his chaos. He took a hasty sip of his coffee, as if to calm his nerves.

He felt unmoored, the world tilting slightly. It was as though a part of himself had been ripped away and put on display. He paid his bill without meeting the barista's eye and rushed out, needing to be anywhere but there.

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