The book signing was a disaster. Clara clutched the dog-eared copy of “Whispers in the Wind,” her favorite Thorne novel, her cheeks flushed. She finally reached the front of the line, and there he was, the author himself, looking every bit as charming as his author photo. He was even wearing her favorite scarf, a gift from her mother.

When Thorne smiled and signed her book, the gesture seemed genuine. But later, examining the autograph, her eyes became wide. She spotted the passage, the words that had comforted her after her father passed, now displayed in his book. The phrases from her blog post, her own deeply personal expressions, were now his. Her stomach twisted.

A feeling of helplessness consumed her. The man who was supposed to be a literary inspiration had pilfered her own words. It felt as though someone had reached into her chest and stolen something vital. She crumpled the corner of the book.

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