The professor’s words hung in the air, thick and suffocating. Amelia stared, her jaw slack, at the email displayed on her laptop screen. Plagiarism. Her paper on the socio-economic implications of the Dust Bowl. She’d spent weeks researching, writing, agonizing over every sentence. A coldness spread from her chest, numbing her fingers and toes. She blinked, the room tilting slightly. The neatly organized bookshelves in her dorm room seemed to blur at the edges.

“But… I…” she stammered, the words catching in her throat like shards of glass. She re-read the accusations, each line a fresh stab. Her carefully constructed world, built on academic integrity, crumbled before her eyes. The familiar scent of old books and coffee suddenly turned cloying, nauseating.

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