He was at a tattoo convention, surrounded by artists and enthusiasts. He was viewing a portfolio when it happened. One of the artists was showing off their work. It was his. The sprawling, intricate landscape he'd painted years ago was now etched on someone’s back.

He felt a sudden and profound disorientation. His vision flickered. He stumbled back a step. His mouth went dry. He struggled to formulate a coherent thought.

The artist looked up, a smile spreading across their face. "Like it? It was a real challenge to do, but I love your style!"

He stood there, frozen, the sounds of the convention fading into a dull roar.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219