The list was etched on a wooden plaque, tucked behind a family portrait. "Paint a masterpiece." Sarah, her own artistic inclinations often repressed, blinked. Her grandmother, who’d dedicated her life to her children and grandchildren, dreamed of artistic pursuits?

The next entries were even more surprising. “Learn to sculpt.” “Visit the Louvre.” “Fall in love one last time.” Sarah's vision blurred. This was a secret, a hidden part of a woman she thought she knew so well. She reached out, tracing the rough-hewn letters, the wood cool beneath her fingertips. She swallowed hard, feeling a strange mix of sorrow and a newfound understanding.

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