“What?” Marco blurted out, staring at the Dean’s email on his phone. He was on his way to his internship, his backpack slung over his shoulder, when the message pinged through. He stopped dead in his tracks, the bustling city street around him suddenly a cacophony of noise.

His eyes darted from side to side, as if searching for an escape. He felt a sudden, inexplicable urge to run, to keep moving, to outrun the news. The world seemed to wobble. The buildings grew tall and imposing. He gripped his phone tightly, the cold metal a stark contrast to the sudden heat in his cheeks.

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