The email sat in the inbox, stark and white against the dim lighting of the library. Amelia’s breath hitched. She scrolled down, her fingers trembling against the mouse. Her carefully crafted application, the hours of essays and recommendations, the meticulous budgeting… denied. She blinked rapidly, the words blurring. A strange pressure built behind her eyes, and her chest felt tight, as if a weight had settled there. She gripped the edge of the desk, knuckles white, and stared blankly at the computer screen.

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