The weight of the review settled heavily in Ava’s stomach. Her meticulously crafted dishes, the ones she had slaved over for years, had been described as “bland and boring.” Her world tilted on its axis. She blinked rapidly, trying to clear the fog.

She paced the length of her small kitchen, her hands clasped tightly behind her back. The familiar scent of garlic and herbs, usually a source of comfort, now felt cloying. She stopped and stared out the window, her breath catching in her throat. The world felt muted, lacking color.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219