The chess board was his domain, where strategy and logic reigned supreme. He spent hours poring over openings, tactics, and endgames. Now, he stood in the doorway of the living room, a strange tremor running through him.

His daughter, Emily, was playing against herself, her brow furrowed in concentration as she considered her next move. The pieces clicked as she moved them across the board. Her father’s breath caught in his throat. “Checkmate,” she said to herself, a triumphant grin on her face.

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