The world tilted on its axis, or at least, that’s how it felt to Maya. Her neighbor, the jovial Mr. Peterson, stood beaming at her, a shovel leaning innocently against his leg. He was requesting to use a portion of her backyard for... vegetables. Vegetables! She felt a cold prickle race up her spine.

Her hands flew up, instinctively covering her mouth as if to stem the flow of words that threatened to spill out. Her eyes widened, focusing on the small crack in the concrete walkway, as if it suddenly held the utmost importance.

“I…I just…I need a moment,” she mumbled, her voice barely a whisper. The air felt thin, difficult to breathe. This was entirely unprecedented.

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