Daniel was relaxing on the couch, flipping through channels when he saw the admissions website pop up. "Student Voices: Essays that Inspired Us." He thought nothing of it, until he recognized a familiar title: "My Escape to the Stars." His pulse quickened. He nearly leaped from the couch.

He leaned forward, his elbows digging into his knees as he focused all his attention on the screen. A tremor went through him, and his heart started to pound in his chest. His essay, his private thoughts, laid bare for public consumption.

He ran a hand through his hair, a gesture he often made when feeling unsettled. A nervous giggle escaped his lips.

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