Rain lashed against the windows, mirroring the frantic energy coursing through Amelia. This old house… it was hiding something. She'd always felt it. Now, as she ran her hand along the bookcase in the study, she found it. A barely perceptible give in the wood, a slight shift. She pressed harder, and a section of the shelves swung inward.

She stood perfectly still for a long moment, simply taking in the sight. Inside the newly-revealed space was a narrow staircase leading downwards, lost in shadows. A metallic tang, like old blood, reached her nostrils. She reached for the light switch, finding only darkness, then fumbled for her phone's flashlight. Every fiber of her being screamed at her to turn back, but she couldn't. Curiosity, or something more primal, had taken hold.

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