The musty scent of old paper and ink filled Leo’s nostrils as he sat across from the executor of his aunt’s estate. His sister, Clara, tapped a manicured nail against the mahogany table, a flicker of something unreadable in her eyes. “So,” the executor announced, his voice dry as a desert wind, “the will is as follows.”

Leo felt a knot tighten in his stomach. They were expecting the vineyard. Their aunt, a woman who had adored them both, had always talked about leaving them the family business.

"Miss Clara inherits the vineyard," the executor continued. Leo’s heart gave a sudden lurch. The air felt thin. "And Mr. Leo, you receive… a collection of vintage cheese graters." He blinked, unable to process the words.

Clara, however, seemed to have collected herself. Her lips twitched as she coughed, “Cheese graters? Really?”

He shook his head, a dizzying sensation washing over him. This was not at all what he had anticipated.

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