Eliza had always believed in the purity of art, the sacredness of creative expression. That was shattered with the letter. The famous artist, Julian Vance, who had written her favorite series of books, had apparently taken her words for his own. The comparison, laid bare in the official document, was undeniable.

She stared, unblinking, at the words. The phrases that she’d carefully crafted, the heart she’d poured into her work, were now embedded within Vance’s latest novel. It was like seeing her own reflection distorted in a funhouse mirror. Her breath caught in her throat.

She felt a hollowness in her chest, a sense of loss that went beyond mere plagiarism. It felt like a fundamental betrayal of trust, the tearing down of a sacred icon. Eliza’s hands shook, and she dropped the letter.

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