The email arrived like a punch to the gut. *Regarding the Silver Tea Set*. Her grandmother, a woman who treated that tea set like a beloved pet, wanted to let it go. Sarah’s eyes widened, a tremor running through her.

The familiar, reassuring weight of her laptop seemed to lessen. The words on the screen blurred. It was the centerpiece, the focal point of all family gatherings.

She stared, unblinking, at the sentence. Her chest felt constricted, as if a weight had been placed upon it. The air in the office suddenly seemed thin, and she had to take a shaky breath.

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