A cold wave washed over Arthur as he saw the book. The title, in a flamboyant script, read “The Professor’s Obsession.” The writing was undeniably familiar, mirroring his partner, Professor Eleanor’s, distinctive handwriting. He felt a sudden, inexplicable heat rising in his face. He sat down heavily in his favorite armchair, the springs groaning in protest.

He picked up the novel, his hands trembling. The opening chapter detailed their early days, the thrill of their first meeting, their shared love of obscure poetry. He didn’t know how to begin to process this. It was all a bit much.

"Eleanor," he called out, his voice hoarse. No response. The air in the room felt thick.

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