The email arrived like a bolt from the blue. Ms. Evans had just finished grading papers, the familiar ache in her back a constant companion. The subject line read simply, "Thank you." From: Ethan Carter. Ethan had been…challenging. A smirk played on her lips. She opened the message.

It contained a single attachment: a photograph. It was a picture of her, taken without her knowledge, and in the classroom. In the foreground was a painting, finished, of her garden.

She stared, unblinking, at the image, her lips parting slightly. Her fingers traced the outline of the painting on the screen, then slowly went to her mouth. This gesture of appreciation, so unexpected, left her completely speechless.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255