He was facing a difficult decision, the kind that kept him awake at night, churning with worry. His professional life had hit a snag and he was unsure how to proceed. He felt paralyzed, unable to move forward. He visited his sister's house, seeking a distraction, a brief escape from his own turbulent thoughts. He hoped spending time with his nephew would help.

He watched little Sam as he colored, and was startled to see a familiar face in the drawings. A small, round creature with big, kind eyes and a friendly smile. It was β€œBumper,” the imaginary friend who had kept him company during his difficult childhood. A wave of disorientation washed over him. He was completely thrown.

"Who's that, Sam?" he asked, his voice barely a whisper.

Sam beamed. "That's Buddy! He protects me from the monsters!" He felt the corners of his eyes burn.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257