The accusation landed like a punch to the gut. Emily, once a diligent and successful student, recoiled. Her carefully constructed thesis, her pride and joy, now tarnished. Her hands shook uncontrollably. The professor’s words echoed, each syllable a painful blow.

She tried to speak, but only a small, strangled sound escaped her. Her cheeks were flushed. She felt a burning sensation behind her eyes. It was impossible, a nightmare. The weight of potential repercussions - failing grades, expulsion - pressed down on her with crushing force. The walls of the classroom seemed to close in, suffocating her.

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