Clara felt a tingling sensation beginning in her toes, spreading upwards with alarming speed. She had been at a convention, surrounded by fans, but one particular fan was drawing all her attention. They had asked for an autograph, and as they went to retrieve something to sign, she saw it: her painting, "Crimson Bloom," permanently etched across their entire back. The vibrant reds and oranges were exactly as she'd painted them, right down to the texture she gave the petals.

Her vision swam. How? Why? She needed air. Her hands flew up to her mouth, covering her gasp.

The fan turned, smiling. “Do you like it? I think it’s the most beautiful art ever."

Clara couldn't muster a response. The room was spinning.

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