He had dreamt of this moment, of bringing his children to see the tree he'd planted as a boy. The space where the tree had once stood was unnervingly bare. He felt the ground shifting beneath his feet. The world around him seemed to lose focus. The sun seemed to shine down on an empty world.

He stood frozen, his hand still raised, ready to point out the features that no longer existed. He felt suddenly ill equipped to handle his childrens questions. He felt a profound sense of loss, a sinking feeling in his stomach.

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