Agnes nearly dropped the watering can. Her hands clenched, knuckles whitening. Mr. Henderson, with his meticulously trimmed hedges and perpetually cheerful demeanor, was standing on her doorstep. He was asking to what? To remove the ancient oak that straddled their property line? The one that sheltered her porch from the blistering afternoon sun? Her jaw worked silently, trying to form a response, but the words wouldn't come. She just blinked, the glint of sun reflecting off the metal watering can.

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