"I, uh… I need to ask you something," Mr. Peterson stammered, fiddling with the brim of his hat. He never spoke to him, this was unusual in itself. He pointed a trembling finger towards the towering pine, its needles a vibrant green.

A cold wave washed over Arthur. He felt a strange tingling sensation in his fingertips. He stared at his neighbor, unsure what to do or say. The man's words hung in the air, thick and heavy.

"The tree... I was hoping…” the man trailed off, looking as if he might crumble into a heap.

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