The email arrived with the subject line "Retirement Party Details." David had opened it casually, expecting the usual information. Then he saw it: "Please prepare a short speech." His fingers froze on the mouse. His eyebrows shot up.

He reread the sentence twice. His brain scrambled to process. He, of all people, to deliver a speech? He was the family black sheep, the one known for his awkward silences and tendency to blurt out inappropriate comments.

He felt a hot flush creep up his neck. He immediately started drafting excuses in his head. The thought of standing in front of a crowd, particularly one filled with his dad’s colleagues, filled him with a potent dread. He felt a wave of nausea, a dizzying feeling.

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