The clipboard fell from Liam’s suddenly numb fingers. He stared at the posted roster, the paper a blurry mess. His name wasn’t there. He’d trained for this, poured every ounce of his being into the tryouts for the varsity swim team. He'd envisioned himself, cap pulled low, slicing through the water alongside his teammates. Now, a cold dread clawed at his gut. He swallowed, the lump in his throat making it hard to breathe. The coach was calling out names, but the words were distant, muffled.

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