The musty scent of old paper and forgotten wealth hit Elias first, as he pulled the heavy oak door open. Dust motes danced in the lone sunbeam slicing through the gloom. His sister, Clara, gasped, covering her mouth with a gloved hand. Inside, the lawyer cleared his throat, a small, nervous sound in the cavernous room.

"Your grandfather, God rest his soul," he began, then gestured vaguely towards a mahogany desk. On it, a single, leather-bound book sat. Clara rushed forward, her heels clicking on the marble floor. Elias lingered, a knot tightening in his stomach.

She flipped it open, her face a mask of bewilderment. He moved to look, and saw the book's contents, not gold or land deeds, but meticulous, handwritten recipes. A cookbook. For her, the renowned chef. He glanced toward the lawyer, then back at Clara, who stammered, "But... he... he knew?"

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