The rejection letter had stung, but this…this was worse. Maria saw the glossy magazine cover. Her short story, “The Last Lighthouse Keeper,” was featured, and below the title was the name: “Brenda Miller.” She let out a small, involuntary gasp.

She sank onto the sofa, the colorful fabric suddenly feeling coarse and irritating against her skin. She grabbed a throw pillow, clutching it to her chest as if to ward off a blow. Her heart raced, hammering against her ribs. She felt as though the very ground had shifted beneath her feet.

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