He nearly missed it. Mr. Jones, a man who preferred routine, was about to toss the letter into the recycling bin. Then he saw the name. Lisa Baker. Lisa had been…difficult. Constantly challenging authority. He paused, his hand hovering over the trash. Against his better judgment, he opened the envelope.

Inside was a simple letter, handwritten. It was a thank you note, detailing the impact he'd had on her life. His vision swam as he read the words, and a warmth spread through his chest. He sat down, the letter trembling in his hands.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255