The artwork, a charcoal sketch of a creature with mismatched wings and shimmering scales, was pinned to the wall with a brightly coloured magnet. It was clearly the dragon, Ignis. A dragon that had once been his constant companion. He felt a heavy feeling settle in his gut.

He slowly walked towards the artwork, as if in a daze. "Who's this?" he asked, his voice barely audible.

His niece, Olivia, looked up at him, her eyes wide with excitement. "That's Ignis! He's teaching me how to breathe fire!" He closed his eyes.

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