He stared at the blank page, a writer’s block a thick, suffocating wall. He was struggling with his novel, the characters refusing to cooperate, the plot stubbornly refusing to unfold. The pressure from his publisher felt immense. He felt useless, incapable. He was babysitting his nephew, hoping the kid’s energy would somehow rub off on him.

Ethan watched as Leo drew. A small, furry creature with oversized feet and a mischievous grin appeared repeatedly in his artwork. He looked at it, stunned. It was "Nibbles," the imaginary friend who had been his confidant in his childhood.

"Who is that?" he asked, a catch in his voice.

Leo giggled, "That's Fuzzyfoot! He helps me play hide-and-seek!" Ethan felt a strange pull, a yearning for the simpler times when imagination was enough.

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