Rain lashed against the window as Evelyn read. Her jaw worked silently. The story, "The Collector's Companion," was about her – her habits, her fears, her obsessions with vintage teacups. The protagonist’s descriptions mirrored her own; the way she chewed on her lip when she was thinking, the quirky way she arranged her library, the nightmares she battled. She slammed the book closed, the sound echoing in the silent room. Her hands began to shake uncontrollably. How long? How much of her life had he been observing, cataloging?

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