"Excuse me?" The question was a near-whisper, laced with disbelief. Ben stared at the head of the scholarship committee, the man's words hanging in the air like a noxious vapor. His breathing became shallow, rapid.

He felt a tightness in his chest, making it difficult to draw a full breath. The blood seemed to rush from his head, leaving him lightheaded. He felt a strange tingling in his extremities.

His future, once a clear and vibrant path, had become shrouded in a suffocating fog. He could only stare at the man, utterly and completely disoriented.

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