He slammed the laptop shut, the metallic clang echoing in the otherwise silent dorm room. His heart hammered against his ribs. A cold dread seeped into his bones, numbing his fingers and toes. "No," he muttered under his breath, the word barely audible. He’d poured his soul into the essay, crafting each sentence with precision and passion. He’d felt confident, certain of his mastery. A "D" was an insult, a betrayal of all the effort he'd put in. He ran a hand through his hair, dislodging strands that then fell limply over his forehead.

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