He replayed the scene in his mind, trying to make sense of it. "Do you remember the boat trip? We were so seasick, but it was hilarious." James was beaming, recollecting their cruise. The words echoed inside him, uninvited. He felt a sensation akin to falling.

The trip was a terror for him. He remembered the constant, unrelenting sickness. He was sure he was going to die. He felt the cold touch of fear at the back of his neck.

"It was the best of times!" James, unaware of his disquiet, gestured expansively. He wanted to object, but his tongue felt heavy, as if made of lead. He clenched his fists to avoid his shaking hands.

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