The invitation had arrived a week prior, a crisp, ivory card announcing the retirement celebration for Eleanor and George Henderson. Sarah had nearly dropped the letter when she saw it – her name, scrawled beneath a request for a speech. A speech? For her parents? She, who turned into a stammering mess when ordering pizza over the phone?

Her palms started to sweat just thinking about it. She re-read the card, the calligraphy swimming before her eyes. It seemed a cruel joke, the universe deciding to highlight her least favorite quality: her crippling shyness.

She spent the next few days avoiding her mother’s calls, feigning busy work projects. The closer the date got, the more her stomach churned. The party hall, adorned with balloons and streamers, seemed to grow larger with each passing moment. The microphone, gleaming under the stage lights, seemed to glare accusingly at her as she walked to the podium.

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