He knelt in the soft soil, the setting sun painting the sky in fiery hues. The box was small, unassuming, yet its very existence felt like a challenge. The past few months had been a blur of anxiety and uncertainty. He felt like a shattered vase, barely held together.

Inside, he found a neatly folded map, a compass that no longer worked, and a collection of smooth, grey stones. Each stone had a number inscribed on its surface. He felt a deep sense of wrongness, an unwelcome sense of disorientation. The map showed a path he did not recognize, the compass was useless, and the stones had no meaning. He felt terribly, utterly lost.

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