The notification buzzed, a tiny electronic tremor in Emily’s otherwise quiet morning. "Brian Olsen wants to be friends." Emily blinked, then blinked again. The world seemed to tilt on its axis for a moment. She’d finally started to forget. He was a phantom, an echo of a painful past.

She spilled her coffee, the brown liquid staining the pristine white tablecloth. The scent of the coffee, usually a comfort, now felt like an unwelcome intrusion. She quickly dabbed at the spill, her fingers trembling. She felt a knot tighten in her stomach, a familiar sensation she hadn’t experienced in ages.

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