The gala was opulent, the crowd buzzing with literary luminaries. John had finally published his first novel, a dream come true. He spotted his idol, the legendary Arthur Finch, across the room. He felt a nervous flutter. He had sent him a manuscript. A few weeks ago, he had received a polite rejection letter.

He approached Finch, intending to introduce himself, but his hand froze mid-air. He heard Finch, in conversation with another author, use a phrase, a specific metaphor, that John had painstakingly crafted in his novel. His jaw tightened. He listened. More phrases. The entire core concept of his novel, now reworked into Finch's musings.

John stumbled back, the champagne glass slipping from his grasp, shattering on the polished floor. The sound was deafening, yet all he could hear was the echoes of his own stolen words. He felt his face burn with a strange, twisting emotion.

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