Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Leo. He’d gone to grab a quick latte before his shift at the library, and there it was. On the wall, above the counter, his charcoal sketch of his grandmother. The one he'd drawn for her funeral.

His jaw dropped, a silent "what?". He felt his face flush. He slowly lowered himself onto a stool, staring at the familiar lines and shadows. The barista, a young woman with vibrant purple hair, chirped, “Isn’t it beautiful? The artist is local. He's really capturing the atmosphere.”

Leo opened his mouth, then closed it again, wordless. He wanted to shout, to demand answers. Instead, he gripped the edge of the counter, his knuckles white, a dizzying panic washing over him.

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