Maya stared at the red “C-” emblazoned on her physics exam. Her hands were clammy, and a sudden heat flushed her face. This couldn’t be right. She’d spent weeks studying, sacrificing weekend trips and late-night movies. She’d understood the concepts, aced the practice problems. Her stomach churned. She felt as though the world had tilted on its axis, and she was struggling to regain her balance. She blinked rapidly, trying to clear her vision, but the grade remained, a stark, unwelcome reality.

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