"No, no, no, no," Chloe said aloud, her voice tight with disbelief. She clicked through the articles, her eyes darting between her phone and the computer. Her stomach clenched so tightly that she felt a sharp pain.

She was vaguely aware of the sounds around her – the hum of the refrigerator, the distant traffic – but they seemed muffled, distant. Her pulse thrummed in her ears. Each entry felt like a spotlight on every single mistake she had made as a teenager.

She grabbed her phone and threw it against the wall. It clattered to the floor, the screen cracking. She didn't care.

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