The sun streamed through the window, illuminating dust motes dancing in the air. My brother, Finn, tapped his foot impatiently as the solicitor began to read the will. The grand Victorian on the hill, overlooking the ocean, was the legacy we’d both been counting on. I held my breath, my fingers intertwined.

"The entire estate," the solicitor stated, "is left to Mr. Finn." My world tilted. I felt a sudden rush of warmth and a tingling sensation in my extremities.

"And Miss Maya receives… a lifetime subscription to a magazine about competitive bird watching." Finn looked at me, a mixture of disbelief and amusement in his eyes.

I could only choke out a single, strangled, "What?"

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