The doorbell chimed, a cheerful sound that felt jarring in the quiet afternoon. Mrs. Gable peered through the peephole, her brow furrowing. Standing on her porch was a young man she faintly recognized, a former student, Mark. He was holding a large, ornate box tied with a satin ribbon. Her breath hitched.

"Mrs. Gable?" Mark asked, a nervous smile playing on his lips. "I… I have something for you."

Her hands trembled as she accepted the gift. The weight of it, the extravagance, felt completely out of place. Inside, nestled on crimson velvet, was a first-edition copy of her favorite book, signed by the author. She stood there, mute, her gaze locked on the inscription.

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