“Another one?” Liam blurted, the question escaping him before he could censor it. He leaned back against the dusty wall of the attic, the air thick with the scent of forgotten memories. His mother, her face etched with a strange mixture of relief and regret, nodded slowly, the single word hanging between them, heavy and undeniable. He felt a strange lightness, as if he might float away. He looked around the cramped space, at the relics of his family history, now viewed through a distorted lens.

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