Eliza’s fingers traced the loops of her aunt’s familiar handwriting. The letter, penned decades ago, was a formal resignation from a university teaching position. Eliza’s eyes darted across the page, and she felt a sudden surge of something inside her.

Her mouth formed a perfect ‘o’. It was not the story she had always been told. The letter seethed with frustration at the institution’s entrenched sexism. The real reason for her departure was no secret after all.

She walked towards the window, the letter held out in front of her. A wave of empathy washed over her. She saw her aunt in a completely new light. The woman she knew as a quiet, bookish academic was, in fact, a passionate fighter.

Emotion: amazed

Cluster: Surprise / Confusion
PC1 (Valence): 0.74 Positive
PC2 (Disposition): -0.51

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
🤩0.301
de0.289
L0.284
😳0.251
அதிசய0.236
Suppressed:
ing-0.332
l-0.253
😞-0.240
unsuccessful-0.237
unsuccessfully-0.233